In [23]:
# Representation graphique du variables stroke:
sns.set()
sns.countplot(dataset["stroke"])
plt.show()
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns
import warnings
warnings.filterwarnings('ignore')
warnings.warn("this will not show")
plt.rcParams["figure.figsize"] = (10,6)
pd.set_option('max_colwidth',200)
# Importing the dataset
dataset = pd.read_csv('healthcare.csv', delimiter=';')
# afficher les 5 premiers ligne du dataset
print(dataset.head())
id gender age hypertension heart_disease ever_married work_type \ 0 11585 Female 3.0 0.0 0.0 No children 1 11608 Female 3.0 0.0 0.0 No children 2 11659 Male 3.0 0.0 0.0 No children 3 11689 Male 3.0 0.0 0.0 No children 4 12048 Female 3.0 0.0 0.0 No children Residence_type avg_glucose_level bmi smoking_status stroke 0 Urban 97.84 20.0 NaN 0.0 1 Rural 159.22 17.2 NaN 0.0 2 Urban 111.71 17.6 NaN 0.0 3 Rural 80.43 17.7 NaN 0.0 4 Rural 102.25 17.8 NaN 0.0
# afficher les 5 premiers ligne du dataset
print(dataset.tail())
id gender age hypertension heart_disease ever_married \
11700 23251 Male 82.0 0.0 0.0 Yes
11701 23274 Female 82.0 1.0 1.0 No
11702 23279 Male 82.0 0.0 0.0 Yes
11703 23280 Male 82.0 1.0 0.0 Yes
11704 23287 Female 82.0 0.0 0.0 Yes
work_type Residence_type avg_glucose_level bmi smoking_status \
11700 Private Rural 108.70 22.5 never smoked
11701 Self-employed Rural 165.12 25.4 never smoked
11702 Private Rural 228.72 NaN never smoked
11703 Self-employed Rural 201.06 29.2 formerly smoked
11704 Private Urban 141.38 20.0 formerly smoked
stroke
11700 1.0
11701 1.0
11702 1.0
11703 1.0
11704 1.0
# the shape of the dataset:
print(dataset.shape)
(11705, 12)
# the size of our dataset and we can thenvalidate the datatypes of the input values to check if we need to change/cast any columns datatypes:
print(dataset.columns)
print(dataset.dtypes)
Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',
'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',
'smoking_status', 'stroke'],
dtype='object')
id int64
gender object
age float64
hypertension float64
heart_disease float64
ever_married object
work_type object
Residence_type object
avg_glucose_level float64
bmi float64
smoking_status object
stroke float64
dtype: object
We have 11705 rows and 12 columns. 10 of the 12 columns are our feature columns, while the last column (Stroke) represents our target column and the first column will be removed. Moreover, our columns appear to consist of numeric data and categoriel data.
# Afficher les valeurs des colonnes catégorielles:
categorical_column = ['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status']
for var in categorical_column:
print('les valeurs du variable: '+ var)
print(dataset[var].unique())
les valeurs du variable: gender ['Female' 'Male' 'Other' nan] les valeurs du variable: ever_married ['No' 'Yes' nan] les valeurs du variable: work_type ['children' 'Private' 'Self-employed' 'Never_worked' 'Govt_job' nan] les valeurs du variable: Residence_type ['Urban' 'Rural' nan] les valeurs du variable: smoking_status [nan 'never smoked' 'formerly smoked' 'smokes']
# the describe function to go over statistical measures of the dataset:
print(dataset.describe())
id age hypertension heart_disease \
count 11705.000000 11704.000000 11704.000000 11704.000000
mean 17436.000000 45.680537 0.107741 0.062457
std 3379.086785 22.020895 0.310066 0.241995
min 11584.000000 3.000000 0.000000 0.000000
25% 14510.000000 28.000000 0.000000 0.000000
50% 17436.000000 47.000000 0.000000 0.000000
75% 20362.000000 63.000000 0.000000 0.000000
max 23288.000000 82.000000 1.000000 1.000000
avg_glucose_level bmi stroke
count 11704.000000 11172.000000 11704.000000
mean 107.166940 28.994674 0.101504
std 45.953387 7.547116 0.302008
min 55.010000 11.500000 0.000000
25% 77.790000 23.900000 0.000000
50% 92.450000 28.100000 0.000000
75% 114.822500 32.900000 0.000000
max 291.050000 89.000000 1.000000
# supprimer la colonne id
# remove the id column from the dataframe
dataset = dataset.iloc[:, 1:13]
print(dataset.columns)
Index(['gender', 'age', 'hypertension', 'heart_disease', 'ever_married',
'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',
'smoking_status', 'stroke'],
dtype='object')
# drop duplicate values:
dataset = dataset.drop_duplicates()
print(dataset.shape)
(11299, 11)
#Check for unique datas in each column using
dataset.nunique()
gender 3 age 80 hypertension 2 heart_disease 2 ever_married 2 work_type 5 Residence_type 2 avg_glucose_level 6814 bmi 456 smoking_status 3 stroke 2 dtype: int64
# to find how many unique values numeric features have
for col in dataset.select_dtypes(include=[np.number]).columns:
print(f"{col} has {dataset[col].nunique()} unique value")
age has 80 unique value hypertension has 2 unique value heart_disease has 2 unique value avg_glucose_level has 6814 unique value bmi has 456 unique value stroke has 2 unique value
# to find how many unique values object features have
for col in dataset.select_dtypes(include=['object']).columns:
print(f"{col} has {dataset[col].nunique()} unique value")
gender has 3 unique value ever_married has 2 unique value work_type has 5 unique value Residence_type has 2 unique value smoking_status has 3 unique value
dataset.isna().sum()
gender 1 age 1 hypertension 1 heart_disease 1 ever_married 1 work_type 1 Residence_type 1 avg_glucose_level 1 bmi 464 smoking_status 3121 stroke 1 dtype: int64
# Check entire set for any missing values
dataset.isnull().values.any()
True
# Check for total count of missing datum
dataset.isnull().sum()
gender 1 age 1 hypertension 1 heart_disease 1 ever_married 1 work_type 1 Residence_type 1 avg_glucose_level 1 bmi 464 smoking_status 3121 stroke 1 dtype: int64
# Cette étape de l exploration consiste à traiter les valeurs catégoriques et manquantes.
# Il manque des valeurs pour smoking_status et bmi. Donc on va les remplacer les valeurs manqantes.
# remplissez les valeurs manquantes de la colonne smoking_status
dataset['smoking_status'] = dataset['smoking_status'].replace(np.nan, 'No Info')
# Handle missing data or Taking care of missing data
from sklearn.impute import SimpleImputer
imputer = SimpleImputer(missing_values = np.nan, strategy="mean")
imputer = imputer.fit(dataset[['bmi']])
dataset[['bmi']] = imputer.transform(dataset[['bmi']])
# Check for total count of missing datum
dataset.apply(lambda x:sum(x.isnull()),axis=0)
gender 1 age 1 hypertension 1 heart_disease 1 ever_married 1 work_type 1 Residence_type 1 avg_glucose_level 1 bmi 0 smoking_status 0 stroke 1 dtype: int64
dataset['gender'] = dataset['gender'].replace(np.nan, 'Male')
dataset['age'] = dataset['age'].replace(np.nan, 30)
dataset['hypertension'] = dataset['hypertension'].replace(np.nan, 0)
dataset['heart_disease'] = dataset['heart_disease'].replace(np.nan, 0)
dataset['ever_married'] = dataset['ever_married'].replace(np.nan, 'No')
dataset['work_type'] = dataset['work_type'].replace(np.nan, 'Private')
dataset['Residence_type'] = dataset['Residence_type'].replace(np.nan, 'Urban')
dataset['avg_glucose_level'] = dataset['avg_glucose_level'].replace(np.nan, 75.18)
dataset['stroke'] = dataset['stroke'].replace(np.nan, 0)
# Check for total count of missing datum
dataset.apply(lambda x:sum(x.isnull()),axis=0)
gender 0 age 0 hypertension 0 heart_disease 0 ever_married 0 work_type 0 Residence_type 0 avg_glucose_level 0 bmi 0 smoking_status 0 stroke 0 dtype: int64
# décrire toutes les variables quantitatives(numériques) du jeu de données
dataset.describe().round(2)
| age | hypertension | heart_disease | avg_glucose_level | bmi | stroke | |
|---|---|---|---|---|---|---|
| count | 11299.00 | 11299.0 | 11299.00 | 11299.00 | 11299.00 | 11299.00 |
| mean | 44.88 | 0.1 | 0.06 | 106.20 | 28.96 | 0.07 |
| std | 21.87 | 0.3 | 0.23 | 45.00 | 7.42 | 0.25 |
| min | 3.00 | 0.0 | 0.00 | 55.01 | 11.50 | 0.00 |
| 25% | 27.00 | 0.0 | 0.00 | 77.66 | 24.00 | 0.00 |
| 50% | 46.00 | 0.0 | 0.00 | 92.13 | 28.50 | 0.00 |
| 75% | 62.00 | 0.0 | 0.00 | 113.90 | 32.70 | 0.00 |
| max | 82.00 | 1.0 | 1.00 | 291.05 | 89.00 | 1.00 |
# Afficher les nombres de chaque valeurs du variables:
print(dataset["stroke"].value_counts())
stroke 0.0 10517 1.0 782 Name: count, dtype: int64
# Representation graphique du variables stroke:
sns.set()
sns.countplot(dataset["stroke"])
plt.show()
Our data set consists of 11298 individuals and only 782 individuals have stroke; evidently, our data set is imbalanced.
# Représentation graphique des variables quantitatives(numériques) avec des histogrmmes:
numerical_var = ['age', 'hypertension','heart_disease' , 'avg_glucose_level', 'bmi']
lig = 2
col = 3
for num, val in enumerate(numerical_var):
plt.subplot(lig, col, num+1)
plt.hist(dataset[val], bins=500)
plt.title(val)
# Représentation graphique des variables quantitatives(numériques) avec boîtes à moustaches des variables:
for num, val in enumerate(numerical_var):
plt.subplot(lig, col, num+1)
plt.boxplot(dataset[val])
plt.title(val)
# compute the number of outliers present in each of the columns of our data set:
dataset_num = dataset[['age', 'hypertension','heart_disease', 'avg_glucose_level', 'bmi', 'stroke']]
for column in dataset_num.columns[:-1]:
print(dataset_num[column])
Q1 = dataset_num[column].quantile(0.25)
Q3 = dataset_num[column].quantile(0.75)
IQR = Q3 - Q1
outlier_range = (dataset_num[column] < (Q1 - 1.5*IQR)) | (dataset_num[column] > (Q3 + 1.5*IQR))
num_outliers = dataset_num[column][outlier_range].count()
print(f"{column}: {num_outliers} outliers")
0 3.0
1 3.0
2 3.0
3 3.0
4 3.0
...
11680 82.0
11681 82.0
11682 82.0
11683 82.0
11684 82.0
Name: age, Length: 11299, dtype: float64
age: 0 outliers
0 0.0
1 0.0
2 0.0
3 0.0
4 0.0
...
11680 0.0
11681 0.0
11682 0.0
11683 0.0
11684 0.0
Name: hypertension, Length: 11299, dtype: float64
hypertension: 1155 outliers
0 0.0
1 0.0
2 0.0
3 0.0
4 0.0
...
11680 0.0
11681 0.0
11682 0.0
11683 1.0
11684 1.0
Name: heart_disease, Length: 11299, dtype: float64
heart_disease: 653 outliers
0 97.84
1 159.22
2 111.71
3 80.43
4 102.25
...
11680 214.87
11681 90.88
11682 119.18
11683 125.31
11684 118.61
Name: avg_glucose_level, Length: 11299, dtype: float64
avg_glucose_level: 1421 outliers
0 20.0
1 17.2
2 17.6
3 17.7
4 17.8
...
11680 26.1
11681 25.7
11682 36.9
11683 24.8
11684 29.4
Name: bmi, Length: 11299, dtype: float64
bmi: 339 outliers
On dirait que notre ensemble de données contient un grand nombre de valeurs aberrantes.
# Repésentation des variables qualitative (catégorielles)
for var in categorical_column:
t=pd.crosstab(dataset[var],"freq")
t.plot.bar()
# First graphe
from pandas.plotting import scatter_matrix
scatter_matrix(dataset, alpha=0.2, figsize=(20,20))
array([[<Axes: xlabel='age', ylabel='age'>,
<Axes: xlabel='hypertension', ylabel='age'>,
<Axes: xlabel='heart_disease', ylabel='age'>,
<Axes: xlabel='avg_glucose_level', ylabel='age'>,
<Axes: xlabel='bmi', ylabel='age'>,
<Axes: xlabel='stroke', ylabel='age'>],
[<Axes: xlabel='age', ylabel='hypertension'>,
<Axes: xlabel='hypertension', ylabel='hypertension'>,
<Axes: xlabel='heart_disease', ylabel='hypertension'>,
<Axes: xlabel='avg_glucose_level', ylabel='hypertension'>,
<Axes: xlabel='bmi', ylabel='hypertension'>,
<Axes: xlabel='stroke', ylabel='hypertension'>],
[<Axes: xlabel='age', ylabel='heart_disease'>,
<Axes: xlabel='hypertension', ylabel='heart_disease'>,
<Axes: xlabel='heart_disease', ylabel='heart_disease'>,
<Axes: xlabel='avg_glucose_level', ylabel='heart_disease'>,
<Axes: xlabel='bmi', ylabel='heart_disease'>,
<Axes: xlabel='stroke', ylabel='heart_disease'>],
[<Axes: xlabel='age', ylabel='avg_glucose_level'>,
<Axes: xlabel='hypertension', ylabel='avg_glucose_level'>,
<Axes: xlabel='heart_disease', ylabel='avg_glucose_level'>,
<Axes: xlabel='avg_glucose_level', ylabel='avg_glucose_level'>,
<Axes: xlabel='bmi', ylabel='avg_glucose_level'>,
<Axes: xlabel='stroke', ylabel='avg_glucose_level'>],
[<Axes: xlabel='age', ylabel='bmi'>,
<Axes: xlabel='hypertension', ylabel='bmi'>,
<Axes: xlabel='heart_disease', ylabel='bmi'>,
<Axes: xlabel='avg_glucose_level', ylabel='bmi'>,
<Axes: xlabel='bmi', ylabel='bmi'>,
<Axes: xlabel='stroke', ylabel='bmi'>],
[<Axes: xlabel='age', ylabel='stroke'>,
<Axes: xlabel='hypertension', ylabel='stroke'>,
<Axes: xlabel='heart_disease', ylabel='stroke'>,
<Axes: xlabel='avg_glucose_level', ylabel='stroke'>,
<Axes: xlabel='bmi', ylabel='stroke'>,
<Axes: xlabel='stroke', ylabel='stroke'>]], dtype=object)
# Second graphe
sns.set()
g=sns.PairGrid(data=dataset, diag_sharey=False)
g.map_diag(sns.kdeplot)
g.map_upper(plt.scatter, alpha=0.5)
g.map_lower(sns.regplot, fit_reg=False, scatter_kws={'alpha':0.3})
g.add_legend()
<seaborn.axisgrid.PairGrid at 0x1635d9f50>
# Third graphe
g=sns.PairGrid(data=dataset, diag_sharey=False, hue='stroke')
g.map_diag(sns.kdeplot)
g.map_upper(plt.scatter, alpha=0.5)
g.map_lower(sns.regplot, fit_reg=False, scatter_kws={'alpha':0.3})
g.add_legend()
<seaborn.axisgrid.PairGrid at 0x1628e7390>
# Correlation pour les variables numériques
dataset.describe().transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| age | 11299.0 | 44.877954 | 21.872283 | 3.00 | 27.00 | 46.00 | 62.000 | 82.00 |
| hypertension | 11299.0 | 0.102221 | 0.302953 | 0.00 | 0.00 | 0.00 | 0.000 | 1.00 |
| heart_disease | 11299.0 | 0.057793 | 0.233361 | 0.00 | 0.00 | 0.00 | 0.000 | 1.00 |
| avg_glucose_level | 11299.0 | 106.204921 | 45.000372 | 55.01 | 77.66 | 92.13 | 113.905 | 291.05 |
| bmi | 11299.0 | 28.963710 | 7.424683 | 11.50 | 24.00 | 28.50 | 32.700 | 89.00 |
| stroke | 11299.0 | 0.069210 | 0.253822 | 0.00 | 0.00 | 0.00 | 0.000 | 1.00 |
The features neither have a strong correlation with one another nor the target variable. Thus, we should be able to incorporate all of them when building our final model. on observe une très faible corrélation entre ces variables
t = pd.crosstab(dataset.hypertension, dataset.gender)
t.plot.bar()
t = pd.crosstab(dataset.hypertension, dataset.gender, normalize="index")
t.plot.bar(stacked=True)
t=pd.crosstab(dataset.hypertension, dataset.ever_married)
t.plot.bar()
t=pd.crosstab(dataset.hypertension, dataset.ever_married, normalize="index")
t.plot.bar(stacked=True)
t=pd.crosstab(dataset.hypertension, dataset.work_type)
t.plot.bar()
t=pd.crosstab(dataset.hypertension, dataset.work_type, normalize="index")
t.plot.bar(stacked=True)
t=pd.crosstab(dataset.heart_disease, dataset.hypertension)
t.plot.bar()
t=pd.crosstab(dataset.heart_disease, dataset.hypertension, normalize="index")
t.plot.bar(stacked=True)
t=pd.crosstab(dataset.heart_disease, dataset.smoking_status)
t.plot.bar()
t=pd.crosstab(dataset.stroke, dataset.smoking_status)
t.plot.bar()
t=pd.crosstab(dataset.stroke, dataset.gender)
t.plot.bar()
t=pd.crosstab(dataset.stroke, dataset.ever_married)
t.plot.bar()
t=pd.crosstab(dataset.stroke, dataset.ever_married)
t.plot.bar()
t=pd.crosstab(dataset.stroke, dataset.heart_disease)
t.plot.bar()
t=pd.crosstab(dataset.stroke, dataset.hypertension)
t.plot.bar()
<Axes: xlabel='stroke'>
# On peut comparer certains indicateurs (moyenne, médiane) d’une variable quantitative selon les modalités d’une variable qualitative.
# Comparer les mesures statistiques d’une variable quantitative selon les modalités de gender
dataset.groupby("gender").describe()
| age | hypertension | ... | bmi | stroke | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | count | mean | ... | 75% | max | count | mean | std | min | 25% | 50% | 75% | max | |
| gender | |||||||||||||||||||||
| Female | 6733.0 | 45.256201 | 21.387684 | 3.0 | 28.0 | 46.0 | 62.0 | 82.0 | 6733.0 | 0.098470 | ... | 33.1 | 82.7 | 6733.0 | 0.063865 | 0.244530 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Male | 4565.0 | 44.327492 | 22.555771 | 3.0 | 26.0 | 47.0 | 62.0 | 82.0 | 4565.0 | 0.107777 | ... | 32.3 | 89.0 | 4565.0 | 0.077108 | 0.266793 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Other | 1.0 | 11.000000 | NaN | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 1.0 | 0.000000 | ... | 18.1 | 18.1 | 1.0 | 0.000000 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
3 rows × 48 columns
# Comparer les mesures statistiques d’une variable quantitative selon les modalités de ever_married
dataset.groupby("ever_married").describe()
| age | hypertension | ... | bmi | stroke | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | count | mean | ... | 75% | max | count | mean | std | min | 25% | 50% | 75% | max | |
| ever_married | |||||||||||||||||||||
| No | 3660.0 | 23.821585 | 17.757426 | 3.0 | 12.0 | 19.0 | 30.0 | 82.0 | 3660.0 | 0.031967 | ... | 29.9 | 80.2 | 3660.0 | 0.021585 | 0.145343 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Yes | 7639.0 | 54.966488 | 15.566990 | 17.0 | 43.0 | 55.0 | 67.0 | 82.0 | 7639.0 | 0.135882 | ... | 33.7 | 89.0 | 7639.0 | 0.092028 | 0.289084 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
2 rows × 48 columns
# Comparer les mesures statistiques d’une variable quantitative selon les modalités de work_type
dataset.groupby("work_type").describe()
| age | hypertension | ... | bmi | stroke | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | count | mean | ... | 75% | max | count | mean | std | min | 25% | 50% | 75% | max | |
| work_type | |||||||||||||||||||||
| Govt_job | 1459.0 | 49.537354 | 15.638990 | 14.0 | 38.0 | 50.0 | 61.0 | 82.0 | 1459.0 | 0.106237 | ... | 34.050000 | 65.9 | 1459.0 | 0.061001 | 0.239414 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Never_worked | 51.0 | 17.549020 | 4.211003 | 13.0 | 14.5 | 17.0 | 18.5 | 30.0 | 51.0 | 0.000000 | ... | 28.581855 | 42.9 | 51.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| Private | 6644.0 | 46.287327 | 18.707959 | 13.0 | 30.0 | 46.0 | 61.0 | 82.0 | 6644.0 | 0.104907 | ... | 33.500000 | 89.0 | 6644.0 | 0.066376 | 0.248956 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Self-employed | 1919.0 | 60.445545 | 16.659162 | 13.0 | 49.0 | 63.0 | 75.0 | 82.0 | 1919.0 | 0.157895 | ... | 32.700000 | 64.1 | 1919.0 | 0.130797 | 0.337266 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| children | 1226.0 | 8.464927 | 3.679285 | 3.0 | 5.0 | 8.0 | 12.0 | 16.0 | 1226.0 | 0.000000 | ... | 22.700000 | 54.0 | 1226.0 | 0.000816 | 0.028560 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
5 rows × 48 columns
# Comparer les mesures statistiques d’une variable quantitative selon les modalités de Residence_type
dataset.groupby("Residence_type").describe()
| age | hypertension | ... | bmi | stroke | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | count | mean | ... | 75% | max | count | mean | std | min | 25% | 50% | 75% | max | |
| Residence_type | |||||||||||||||||||||
| Rural | 5632.0 | 44.651456 | 21.906214 | 3.0 | 27.0 | 46.0 | 62.0 | 82.0 | 5632.0 | 0.100852 | ... | 32.7 | 89.0 | 5632.0 | 0.068182 | 0.252080 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Urban | 5667.0 | 45.103053 | 21.838115 | 3.0 | 28.0 | 47.0 | 63.0 | 82.0 | 5667.0 | 0.103582 | ... | 32.7 | 82.7 | 5667.0 | 0.070231 | 0.255559 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
2 rows × 48 columns
# Comparer les mesures statistiques d’une variable quantitative selon les modalités de smoking_status
dataset.groupby("smoking_status").describe()
| age | hypertension | ... | bmi | stroke | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | count | mean | ... | 75% | max | count | mean | std | min | 25% | 50% | 75% | max | |
| smoking_status | |||||||||||||||||||||
| No Info | 3121.0 | 33.377443 | 24.658588 | 3.0 | 10.0 | 29.0 | 54.0 | 82.0 | 3121.0 | 0.042615 | ... | 30.300 | 80.2 | 3121.0 | 0.046139 | 0.209820 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| formerly smoked | 2088.0 | 55.700670 | 18.296471 | 10.0 | 43.0 | 59.0 | 70.0 | 82.0 | 2088.0 | 0.139368 | ... | 33.600 | 65.9 | 2088.0 | 0.105843 | 0.307710 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| never smoked | 4322.0 | 47.089079 | 19.436202 | 10.0 | 31.0 | 47.0 | 62.0 | 82.0 | 4322.0 | 0.121703 | ... | 33.475 | 89.0 | 4322.0 | 0.065710 | 0.247804 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| smokes | 1768.0 | 46.992647 | 16.660240 | 13.0 | 33.0 | 47.0 | 60.0 | 82.0 | 1768.0 | 0.115950 | ... | 33.025 | 60.5 | 1768.0 | 0.075226 | 0.263831 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
4 rows × 48 columns
# Les modalités de stroke
dataset.groupby("stroke").count()
| gender | age | hypertension | heart_disease | ever_married | work_type | Residence_type | avg_glucose_level | bmi | smoking_status | |
|---|---|---|---|---|---|---|---|---|---|---|
| stroke | ||||||||||
| 0.0 | 10517 | 10517 | 10517 | 10517 | 10517 | 10517 | 10517 | 10517 | 10517 | 10517 |
| 1.0 | 782 | 782 | 782 | 782 | 782 | 782 | 782 | 782 | 782 | 782 |
sns.pairplot(dataset, hue="stroke")
<seaborn.axisgrid.PairGrid at 0x16915da90>
C’est la partie où nous convertissons la variable catégorique en forme numérique et créons un seul vecteur combinant toutes les entités en entrée
data = pd.read_csv('healthcare.csv', delimiter=';', header='infer')
data.head()
| id | gender | age | hypertension | heart_disease | ever_married | work_type | Residence_type | avg_glucose_level | bmi | smoking_status | stroke | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11585 | Female | 3.0 | 0.0 | 0.0 | No | children | Urban | 97.84 | 20.0 | NaN | 0.0 |
| 1 | 11608 | Female | 3.0 | 0.0 | 0.0 | No | children | Rural | 159.22 | 17.2 | NaN | 0.0 |
| 2 | 11659 | Male | 3.0 | 0.0 | 0.0 | No | children | Urban | 111.71 | 17.6 | NaN | 0.0 |
| 3 | 11689 | Male | 3.0 | 0.0 | 0.0 | No | children | Rural | 80.43 | 17.7 | NaN | 0.0 |
| 4 | 12048 | Female | 3.0 | 0.0 | 0.0 | No | children | Rural | 102.25 | 17.8 | NaN | 0.0 |
# Check for their Count and Datatype
data.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 11705 entries, 0 to 11704 Data columns (total 12 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 11705 non-null int64 1 gender 11704 non-null object 2 age 11704 non-null float64 3 hypertension 11704 non-null float64 4 heart_disease 11704 non-null float64 5 ever_married 11704 non-null object 6 work_type 11704 non-null object 7 Residence_type 11704 non-null object 8 avg_glucose_level 11704 non-null float64 9 bmi 11172 non-null float64 10 smoking_status 8503 non-null object 11 stroke 11704 non-null float64 dtypes: float64(6), int64(1), object(5) memory usage: 1.1+ MB
# Check for total count of missing data
data.isnull().sum()
data.apply(lambda x:sum(x.isnull()),axis=0)
id 0 gender 1 age 1 hypertension 1 heart_disease 1 ever_married 1 work_type 1 Residence_type 1 avg_glucose_level 1 bmi 533 smoking_status 3202 stroke 1 dtype: int64
# supprimer la colonne id puisque n'a aucun importance dans notre modèle de classification
# remove the id column from the dataframe
data = data.drop(['id'], axis=1)
print(data.columns)
Index(['gender', 'age', 'hypertension', 'heart_disease', 'ever_married',
'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',
'smoking_status', 'stroke'],
dtype='object')
# Check for Duplicate Values
data.duplicated().value_counts()
False 11299 True 406 Name: count, dtype: int64
# drop duplicate values:
data = data.drop_duplicates()
print(data.shape)
(11299, 11)
# Check for total count of missing datum
data.isnull().sum()
data.apply(lambda x:sum(x.isnull()),axis=0)
gender 1 age 1 hypertension 1 heart_disease 1 ever_married 1 work_type 1 Residence_type 1 avg_glucose_level 1 bmi 464 smoking_status 3121 stroke 1 dtype: int64
# remplissez les valeurs manquantes de la colonne smoking_status
data['smoking_status'] = data['smoking_status'].replace(np.nan, 'No Info')
data['gender'] = data['gender'].replace(np.nan, 'Male')
data['age'] = data['age'].replace(np.nan, 30)
data['hypertension'] = data['hypertension'].replace(np.nan, 0)
data['heart_disease'] = data['heart_disease'].replace(np.nan, 0)
data['ever_married'] = data['ever_married'].replace(np.nan, 'No')
data['work_type'] = data['work_type'].replace(np.nan, 'Private')
data['Residence_type'] = data['Residence_type'].replace(np.nan, 'Urban')
data['avg_glucose_level'] = data['avg_glucose_level'].replace(np.nan, 75.18)
data['stroke'] = data['stroke'].replace(np.nan, 0)
# Handle missing data or Taking care of missing data
from sklearn.impute import SimpleImputer
imputer = SimpleImputer(missing_values = np.nan, strategy="mean")
imputer = imputer.fit(data[['bmi']])
data[['bmi']] = imputer.transform(data[['bmi']])
# Check entire set for any missing values
data.isnull().values.any()
False
# only columns with object datatypes
objectList = data.select_dtypes(include = "object").columns
print(objectList)
Index(['gender', 'ever_married', 'work_type', 'Residence_type',
'smoking_status'],
dtype='object')
# Encoding categorical data
# Encoding the Independent Variable
from sklearn.preprocessing import LabelEncoder
for i in objectList:
data[i] = LabelEncoder().fit_transform(data[i].astype(str))
print (data.info())
<class 'pandas.core.frame.DataFrame'> Index: 11299 entries, 0 to 11684 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 gender 11299 non-null int64 1 age 11299 non-null float64 2 hypertension 11299 non-null float64 3 heart_disease 11299 non-null float64 4 ever_married 11299 non-null int64 5 work_type 11299 non-null int64 6 Residence_type 11299 non-null int64 7 avg_glucose_level 11299 non-null float64 8 bmi 11299 non-null float64 9 smoking_status 11299 non-null int64 10 stroke 11299 non-null float64 dtypes: float64(6), int64(5) memory usage: 1.0 MB None
# Encoding categorical data
# Encoding the Independent Variable
X = data.iloc[:, 0:10]
y = data.iloc[:, 10]
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=2)
# Feature Scaling
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
# Print metrics:
# from sklearn.metrics import confusion_matrix
from sklearn.metrics import confusion_matrix, classification_report
import sklearn.metrics as sklm
def model_evaluation(labels_test, predictions):
metrics = sklm.precision_recall_fscore_support(labels_test, predictions)
conf = sklm.confusion_matrix(labels_test, predictions)
print(' Confusion matrix')
print(' Score positive Score negative')
print('Actual positive %6d' % conf[0,0] + ' %5d' % conf[0,1])
print('Actual negative %6d' % conf[1,0] + ' %5d' % conf[1,1])
print('')
print('Accuracy %0.2f' % sklm.accuracy_score(labels_test, predictions))
print(' ')
print(' Positive Negative')
print('Num case %6d' % metrics[3][0] + ' %6d' % metrics[3][1])
print('Precision %6.2f' % metrics[0][0] + ' %6.2f' % metrics[0][1])
print('Recall %6.2f' % metrics[1][0] + ' %6.2f' % metrics[1][1])
print('F1 %6.2f' % metrics[2][0] + ' %6.2f' % metrics[2][1])
# Print the evaluation metrics for the dataset.
print(classification_report(labels_test, predictions))
# Compute and plot the Confusion matrix
cf_matrix = confusion_matrix(labels_test, predictions)
categories = ['Negative','Positive']
group_names = ['True Neg','False Pos', 'False Neg','True Pos']
group_percentages = ['{0:.2%}'.format(value) for value in cf_matrix.flatten() / np.sum(cf_matrix)]
labels = [f'{v1}\n{v2}' for v1, v2 in zip(group_names,group_percentages)]
labels = np.asarray(labels).reshape(2,2)
sns.heatmap(cf_matrix, annot = labels, cmap = 'Greens',fmt = '',
xticklabels = categories, yticklabels = categories)
plt.xlabel("Predicted values", fontdict = {'size':14}, labelpad = 10)
plt.ylabel("Actual values" , fontdict = {'size':14}, labelpad = 10)
plt.title ("Confusion Matrix", fontdict = {'size':18}, pad = 20)
# Construction Model:
from sklearn.linear_model import LogisticRegression
logisticRegressionClassifier = LogisticRegression(random_state = 0)
# fit the model
logisticRegressionClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predLRC = logisticRegressionClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predLRC)
Confusion matrix
Score positive Score negative
Actual positive 2102 7
Actual negative 148 3
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.30
Recall 1.00 0.02
F1 0.96 0.04
precision recall f1-score support
0.0 0.93 1.00 0.96 2109
1.0 0.30 0.02 0.04 151
accuracy 0.93 2260
macro avg 0.62 0.51 0.50 2260
weighted avg 0.89 0.93 0.90 2260
Examine these results:
The confusion matrix shows the following characteristics:
a) most of the positive cases are correctly classified, 2825 vs. 0, however.
b) may be cases are are scored incorrectly.
1) The overall accuracy is 1.00 However as just observed this is extremely misleading!.
2) The class imbalance is not confirmed. Of the 300 test cases 2610 are positive and 215 are negative.
3) The precision, recall and F1 all show that positive cases are classified reasonably well.
from sklearn.model_selection import cross_validate
bestLogisticRegressionClassifier = LogisticRegression(random_state = 0)
bestLogisticRegressionClassifierScores = cross_validate(bestLogisticRegressionClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestLogisticRegressionClassifierScores = pd.DataFrame(bestLogisticRegressionClassifierScores, index = range(1, 11))
print(bestLogisticRegressionClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.050665 0.005759 0.930310 0.500000 0.015873 0.030769 2 0.033306 0.005243 0.926991 0.285714 0.031746 0.057143 3 0.007836 0.002608 0.929204 0.000000 0.000000 0.000000 4 0.006547 0.002476 0.929204 0.400000 0.031746 0.058824 5 0.008029 0.002401 0.928097 0.333333 0.031746 0.057971 6 0.006709 0.002570 0.928097 0.333333 0.031746 0.057971 7 0.005805 0.002413 0.926991 0.000000 0.000000 0.000000 8 0.006882 0.002367 0.931416 0.666667 0.031746 0.060606 9 0.006813 0.002334 0.930310 0.666667 0.031250 0.059701 10 0.008357 0.005786 0.931340 0.666667 0.031746 0.060606
bestLogisticRegressionClassifierScores.mean()
fit_time 0.014095 score_time 0.003396 test_accuracy 0.929196 test_precision 0.385238 test_recall 0.023760 test_f1 0.044359 dtype: float64
paramGrid = {"C":[0.001, 0.01, 0.1, 1, 10, 100, 1000], "penalty":["l1","l2"]}
from sklearn.model_selection import GridSearchCV
gridLogisticRegressionClassifier = LogisticRegression(random_state = 0)
gridLogisticRegressionClassifier = GridSearchCV(estimator = gridLogisticRegressionClassifier,
param_grid = paramGrid,
scoring = "recall",
n_jobs = -1,
verbose = 2).fit(X_train, y_train)
Fitting 5 folds for each of 14 candidates, totalling 70 fits
# best parameters & estimator found by GridSearchCV
print('\033[1mBest Parameters of GridSearchCV for Logistic Regression Classifier:\033[0m ', gridLogisticRegressionClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for Logistic Regression Classifier:\033[0m', gridLogisticRegressionClassifier.best_estimator_)
Best Parameters of GridSearchCV for Logistic Regression Classifier: {'C': 1, 'penalty': 'l2'} Best Estimator of GridSearchCV for Logistic Regression Classifier: LogisticRegression(C=1, random_state=0)
# Predict values for Test dataset
y_pred_GLGC = gridLogisticRegressionClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GLGC)
Confusion matrix
Score positive Score negative
Actual positive 2102 7
Actual negative 148 3
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.30
Recall 1.00 0.02
F1 0.96 0.04
precision recall f1-score support
0.0 0.93 1.00 0.96 2109
1.0 0.30 0.02 0.04 151
accuracy 0.93 2260
macro avg 0.62 0.51 0.50 2260
weighted avg 0.89 0.93 0.90 2260
featureImportance = logisticRegressionClassifier.coef_
featureImportance = np.array(featureImportance).flatten()
print(featureImportance)
[ 0.11507112 1.528004 0.12956936 0.17353365 -0.01819511 0.03052915 -0.01318458 0.17221697 -0.05687369 0.05327436]
feutColumns = data.iloc[:, 0:10].columns
logisticRegressionClassifierFeatures = pd.DataFrame(index = feutColumns, data = featureImportance,
columns = ['Feature Importance']).sort_values('Feature Importance', ascending = False)
print(logisticRegressionClassifierFeatures)
Feature Importance age 1.528004 heart_disease 0.173534 avg_glucose_level 0.172217 hypertension 0.129569 gender 0.115071 smoking_status 0.053274 work_type 0.030529 Residence_type -0.013185 ever_married -0.018195 bmi -0.056874
sns.barplot(x=logisticRegressionClassifierFeatures["Feature Importance"], y=logisticRegressionClassifierFeatures.index)
plt.title("Feature Importance")
plt.show()
from sklearn.metrics import RocCurveDisplay
svc_disp = RocCurveDisplay.from_estimator(gridLogisticRegressionClassifier, X_test, y_test)
# Construction Model:
from sklearn.ensemble import RandomForestClassifier
randomForestClassifier = RandomForestClassifier(class_weight="balanced", random_state=101)
# fit the model
randomForestClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predRFC = randomForestClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predRFC)
Confusion matrix
Score positive Score negative
Actual positive 2096 13
Actual negative 149 2
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.13
Recall 0.99 0.01
F1 0.96 0.02
precision recall f1-score support
0.0 0.93 0.99 0.96 2109
1.0 0.13 0.01 0.02 151
accuracy 0.93 2260
macro avg 0.53 0.50 0.49 2260
weighted avg 0.88 0.93 0.90 2260
from sklearn.model_selection import cross_validate
bestRandomForestClassifier = RandomForestClassifier(max_depth=None, random_state=101)
bestRandomForestClassifierScores = cross_validate(bestRandomForestClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestRandomForestClassifierScores = pd.DataFrame(bestRandomForestClassifierScores, index = range(1, 11))
print(bestRandomForestClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.442238 0.011574 0.928097 0.400000 0.063492 0.109589 2 0.443395 0.012669 0.926991 0.200000 0.015873 0.029412 3 0.433582 0.012634 0.934735 0.833333 0.079365 0.144928 4 0.436277 0.012063 0.932522 0.583333 0.111111 0.186667 5 0.429773 0.012271 0.924779 0.333333 0.079365 0.128205 6 0.429950 0.011506 0.922566 0.111111 0.015873 0.027778 7 0.438360 0.011373 0.924779 0.222222 0.031746 0.055556 8 0.435800 0.011616 0.930310 0.500000 0.047619 0.086957 9 0.429659 0.011728 0.926991 0.333333 0.031250 0.057143 10 0.428330 0.011731 0.925803 0.333333 0.063492 0.106667
bestRandomForestClassifierScores.mean()
fit_time 0.434736 score_time 0.011917 test_accuracy 0.927757 test_precision 0.385000 test_recall 0.053919 test_f1 0.093290 dtype: float64
param_grid = {'n_estimators':[50, 100, 150],
'max_features':[2, 3, 4],
'max_depth':[3, 5, 7, 9],
'min_samples_split':[2, 5, 8]}
from sklearn.model_selection import GridSearchCV
gridRandomForestClassifier = RandomForestClassifier(random_state=101)
gridRandomForestClassifier = GridSearchCV(estimator = gridRandomForestClassifier,
param_grid = param_grid,
scoring = "recall",
n_jobs = -1,
verbose = 2).fit(X_train, y_train)
Fitting 5 folds for each of 108 candidates, totalling 540 fits
# best parameters & estimator found by GridSearchCV
print('\033[1mBest Parameters of GridSearchCV for Random Forest Model:\033[0m ', gridRandomForestClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for Random Forest Model:\033[0m', gridRandomForestClassifier.best_estimator_)
Best Parameters of GridSearchCV for Random Forest Model: {'max_depth': 9, 'max_features': 4, 'min_samples_split': 5, 'n_estimators': 50} Best Estimator of GridSearchCV for Random Forest Model: RandomForestClassifier(max_depth=9, max_features=4, min_samples_split=5, n_estimators=50, random_state=101)
# Predict values for Test dataset
y_pred_GRFC = gridRandomForestClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GRFC)
Confusion matrix
Score positive Score negative
Actual positive 2104 5
Actual negative 150 1
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.17
Recall 1.00 0.01
F1 0.96 0.01
precision recall f1-score support
0.0 0.93 1.00 0.96 2109
1.0 0.17 0.01 0.01 151
accuracy 0.93 2260
macro avg 0.55 0.50 0.49 2260
weighted avg 0.88 0.93 0.90 2260
randomForestClassifier.feature_importances_
array([0.02374178, 0.38087072, 0.02554411, 0.03647448, 0.03435235,
0.04800027, 0.02230286, 0.19893053, 0.1763542 , 0.0534287 ])
X = pd.DataFrame(X)
randomForestClassifierFeatures = pd.DataFrame(index = X.columns, data = randomForestClassifier.feature_importances_,
columns = ['Feature Importance']).sort_values('Feature Importance', ascending = False)
print(randomForestClassifierFeatures)
Feature Importance age 0.380871 avg_glucose_level 0.198931 bmi 0.176354 smoking_status 0.053429 work_type 0.048000 heart_disease 0.036474 ever_married 0.034352 hypertension 0.025544 gender 0.023742 Residence_type 0.022303
sns.barplot(x=randomForestClassifierFeatures["Feature Importance"], y=randomForestClassifierFeatures.index)
plt.title("Feature Importance")
plt.show()
svc_disp = RocCurveDisplay.from_estimator(gridRandomForestClassifier, X_test, y_test)
# Construction Model:
from sklearn.tree import DecisionTreeClassifier
from sklearn.svm import SVC
SVMClassifier = SVC(class_weight = "balanced")
# fit the model
SVMClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predSVM = SVMClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predSVM)
Confusion matrix
Score positive Score negative
Actual positive 1540 569
Actual negative 30 121
Accuracy 0.73
Positive Negative
Num case 2109 151
Precision 0.98 0.18
Recall 0.73 0.80
F1 0.84 0.29
precision recall f1-score support
0.0 0.98 0.73 0.84 2109
1.0 0.18 0.80 0.29 151
accuracy 0.73 2260
macro avg 0.58 0.77 0.56 2260
weighted avg 0.93 0.73 0.80 2260
bestSVMClassifier = SVC()
bestSVMClassifierScores = cross_validate(bestSVMClassifier, X_train, y_train, scoring = ['accuracy', 'precision','recall', 'f1'], cv = 10)
bestSVMClassifierScores = pd.DataFrame(bestSVMClassifierScores, index = range(1, 11))
print(bestSVMClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.427795 0.047511 0.930310 0.5 0.015873 0.030769 2 0.390780 0.047079 0.930310 0.0 0.000000 0.000000 3 0.407708 0.048130 0.930310 0.0 0.000000 0.000000 4 0.395647 0.048050 0.931416 1.0 0.015873 0.031250 5 0.411716 0.050505 0.930310 0.0 0.000000 0.000000 6 0.415912 0.048309 0.930310 0.0 0.000000 0.000000 7 0.391996 0.047679 0.928097 0.0 0.000000 0.000000 8 0.401443 0.047079 0.931416 1.0 0.015873 0.031250 9 0.399256 0.047301 0.929204 0.0 0.000000 0.000000 10 0.409895 0.047227 0.929125 0.0 0.000000 0.000000
model = SVC(class_weight = "balanced")
scores = cross_validate(model, X_train, y_train, scoring = ['accuracy', 'precision','recall','f1'], cv = 10)
df_scores = pd.DataFrame(scores, index = range(1, 11))
print(df_scores.mean())
fit_time 0.624469 score_time 0.106160 test_accuracy 0.741675 test_precision 0.183208 test_recall 0.779663 test_f1 0.296576 dtype: float64
param_grid = {'C': [0.1,1, 10, 100, 1000],
'gamma': ["scale", "auto", 1,0.1,0.01,0.001,0.0001],
'kernel': ['rbf', 'linear']}
model = SVC(class_weight = "balanced")
gridSVMClassifier = GridSearchCV(model, param_grid, verbose=3, refit=True)
gridSVMClassifier.fit(X_train, y_train)
Fitting 5 folds for each of 70 candidates, totalling 350 fits [CV 1/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.724 total time= 0.7s [CV 2/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.716 total time= 0.7s [CV 3/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.698 total time= 0.7s [CV 4/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.711 total time= 0.7s [CV 5/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.713 total time= 0.7s [CV 1/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.731 total time= 0.5s [CV 5/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.724 total time= 0.7s [CV 2/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.716 total time= 0.7s [CV 3/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.697 total time= 0.7s [CV 4/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.711 total time= 0.7s [CV 5/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.713 total time= 0.7s [CV 1/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.731 total time= 0.4s [CV 5/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.667 total time= 1.0s [CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.681 total time= 1.0s [CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.666 total time= 1.0s [CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.664 total time= 1.0s [CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.661 total time= 1.0s [CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.731 total time= 0.4s [CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.724 total time= 0.7s [CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.716 total time= 0.7s [CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.697 total time= 0.7s [CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.711 total time= 0.7s [CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.713 total time= 0.7s [CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.731 total time= 0.4s [CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.722 total time= 0.8s [CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.713 total time= 0.8s [CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.692 total time= 0.8s [CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.705 total time= 0.8s [CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.718 total time= 0.8s [CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.731 total time= 0.5s [CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.718 total time= 1.0s [CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.710 total time= 1.0s [CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.673 total time= 1.0s [CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.687 total time= 1.0s [CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.702 total time= 1.0s [CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.731 total time= 0.4s [CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.072 total time= 1.2s [CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.070 total time= 1.2s [CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.070 total time= 1.2s [CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.070 total time= 1.2s [CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.070 total time= 1.2s [CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.734 total time= 0.5s [CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.728 total time= 0.5s [CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.713 total time= 0.4s [CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.731 total time= 0.4s [CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.740 total time= 0.5s [CV 1/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.758 total time= 0.6s [CV 2/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.747 total time= 0.7s [CV 3/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.731 total time= 0.7s [CV 4/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.741 total time= 0.6s [CV 5/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.741 total time= 0.7s [CV 1/5] END ...C=1, gamma=scale, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END ...C=1, gamma=scale, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END ...C=1, gamma=scale, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END ...C=1, gamma=scale, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END ...C=1, gamma=scale, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.758 total time= 0.6s [CV 2/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.746 total time= 0.7s [CV 3/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.731 total time= 0.7s [CV 4/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.741 total time= 0.6s [CV 5/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.742 total time= 0.7s [CV 1/5] END ....C=1, gamma=auto, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END ....C=1, gamma=auto, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END ....C=1, gamma=auto, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END ....C=1, gamma=auto, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END ....C=1, gamma=auto, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.841 total time= 0.7s [CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.828 total time= 0.7s [CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.828 total time= 0.7s [CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.835 total time= 0.7s [CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.841 total time= 0.7s [CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.758 total time= 0.6s [CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.746 total time= 0.7s [CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.731 total time= 0.7s [CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.741 total time= 0.6s [CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.742 total time= 0.7s [CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.723 total time= 0.7s [CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.727 total time= 0.7s [CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.709 total time= 0.7s [CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.722 total time= 0.7s [CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.725 total time= 0.7s [CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.725 total time= 0.8s [CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.717 total time= 0.8s [CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.700 total time= 0.8s [CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.707 total time= 0.8s [CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.721 total time= 0.8s [CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.715 total time= 1.0s [CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.710 total time= 1.0s [CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.670 total time= 1.0s [CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.686 total time= 1.0s [CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.700 total time= 1.0s [CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.734 total time= 0.6s [CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.730 total time= 0.6s [CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.715 total time= 0.6s [CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.731 total time= 0.6s [CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.739 total time= 0.6s [CV 1/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.788 total time= 0.6s [CV 2/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.790 total time= 0.7s [CV 3/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.761 total time= 0.7s [CV 4/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.772 total time= 0.7s [CV 5/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.776 total time= 0.7s [CV 1/5] END ..C=10, gamma=scale, kernel=linear;, score=0.734 total time= 1.2s [CV 2/5] END ..C=10, gamma=scale, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END ..C=10, gamma=scale, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END ..C=10, gamma=scale, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END ..C=10, gamma=scale, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.788 total time= 0.7s [CV 2/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.790 total time= 0.7s [CV 3/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.761 total time= 0.7s [CV 4/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.771 total time= 0.6s [CV 5/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.776 total time= 0.7s [CV 1/5] END ...C=10, gamma=auto, kernel=linear;, score=0.734 total time= 1.1s [CV 2/5] END ...C=10, gamma=auto, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END ...C=10, gamma=auto, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END ...C=10, gamma=auto, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END ...C=10, gamma=auto, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.861 total time= 0.5s [CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.855 total time= 0.5s [CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.857 total time= 0.5s [CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.868 total time= 0.5s [CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.864 total time= 0.5s [CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.734 total time= 1.2s [CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.788 total time= 0.6s [CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.790 total time= 0.7s [CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.761 total time= 0.7s [CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.771 total time= 0.6s [CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.776 total time= 0.7s [CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.734 total time= 1.2s [CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.724 total time= 0.7s [CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.720 total time= 0.7s [CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.711 total time= 0.7s [CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.723 total time= 0.7s [CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.728 total time= 0.7s [CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.734 total time= 1.2s [CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.732 total time= 0.7s [CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.726 total time= 0.7s [CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.715 total time= 0.7s [CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.727 total time= 0.7s [CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.737 total time= 0.7s [CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.734 total time= 1.2s [CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.727 total time= 0.8s [CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.718 total time= 0.8s [CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.699 total time= 0.8s [CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.708 total time= 0.8s [CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.722 total time= 0.8s [CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.734 total time= 1.1s [CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.730 total time= 1.2s [CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.715 total time= 1.1s [CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.731 total time= 1.2s [CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.739 total time= 1.2s [CV 1/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.814 total time= 0.8s [CV 2/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.812 total time= 0.9s [CV 3/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.800 total time= 0.9s [CV 4/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.814 total time= 0.8s [CV 5/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.810 total time= 0.9s [CV 1/5] END .C=100, gamma=scale, kernel=linear;, score=0.734 total time= 4.7s [CV 2/5] END .C=100, gamma=scale, kernel=linear;, score=0.730 total time= 5.7s [CV 3/5] END .C=100, gamma=scale, kernel=linear;, score=0.714 total time= 5.0s [CV 4/5] END .C=100, gamma=scale, kernel=linear;, score=0.731 total time= 5.6s [CV 5/5] END .C=100, gamma=scale, kernel=linear;, score=0.739 total time= 5.0s [CV 1/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.814 total time= 0.9s [CV 2/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.812 total time= 0.9s [CV 3/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.801 total time= 0.9s [CV 4/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.814 total time= 0.8s [CV 5/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.810 total time= 0.9s [CV 1/5] END ..C=100, gamma=auto, kernel=linear;, score=0.734 total time= 4.7s [CV 2/5] END ..C=100, gamma=auto, kernel=linear;, score=0.730 total time= 5.7s [CV 3/5] END ..C=100, gamma=auto, kernel=linear;, score=0.714 total time= 5.1s [CV 4/5] END ..C=100, gamma=auto, kernel=linear;, score=0.731 total time= 5.9s [CV 5/5] END ..C=100, gamma=auto, kernel=linear;, score=0.739 total time= 5.2s [CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.877 total time= 0.4s [CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.874 total time= 0.4s [CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.878 total time= 0.4s [CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.869 total time= 0.4s [CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.890 total time= 0.4s [CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.734 total time= 4.9s [CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.730 total time= 5.7s [CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.714 total time= 5.1s [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.6s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.7s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.7s [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.7s [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.6s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.3s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.4s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.5s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.7s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.7s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.3s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.5s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.6s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.4s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.5s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.8s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.7s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.6s [CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.731 total time= 5.9s [CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.739 total time= 5.2s [CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.814 total time= 0.9s [CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.812 total time= 0.9s [CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.801 total time= 0.9s [CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.814 total time= 0.8s [CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.810 total time= 0.9s [CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.734 total time= 5.0s [CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.730 total time= 5.9s [CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.714 total time= 5.1s [CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.731 total time= 5.7s [CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.739 total time= 5.0s [CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.744 total time= 0.8s [CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.727 total time= 0.9s [CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.729 total time= 0.8s [CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.737 total time= 0.8s [CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.728 total time= 0.9s [CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.734 total time= 4.7s [CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.730 total time= 5.6s [CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.714 total time= 5.1s [CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.731 total time= 5.5s [CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.739 total time= 5.0s [CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.730 total time= 0.7s [CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.725 total time= 0.7s [CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.713 total time= 0.7s [CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.727 total time= 0.7s [CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.735 total time= 0.8s [CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.734 total time= 4.7s [CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.730 total time= 5.6s [CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.714 total time= 5.0s [CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.731 total time= 5.5s [CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.739 total time= 5.2s [CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.734 total time= 0.7s [CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.727 total time= 0.7s [CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.712 total time= 0.7s [CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.730 total time= 0.7s [CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.737 total time= 0.7s [CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.734 total time= 4.9s [CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.730 total time= 5.6s [CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.714 total time= 5.0s [CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.731 total time= 5.6s [CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.739 total time= 5.2s [CV 1/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.824 total time= 2.1s [CV 2/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.823 total time= 2.5s [CV 3/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.816 total time= 2.5s [CV 4/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.822 total time= 2.1s [CV 5/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.827 total time= 2.4s [CV 1/5] END C=1000, gamma=scale, kernel=linear;, score=0.734 total time= 36.9s [CV 2/5] END C=1000, gamma=scale, kernel=linear;, score=0.732 total time= 40.6s [CV 3/5] END C=1000, gamma=scale, kernel=linear;, score=0.715 total time= 37.8s [CV 4/5] END C=1000, gamma=scale, kernel=linear;, score=0.730 total time= 36.4s [CV 5/5] END C=1000, gamma=scale, kernel=linear;, score=0.739 total time= 35.2s [CV 1/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.824 total time= 2.2s [CV 2/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.823 total time= 2.5s [CV 3/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.817 total time= 2.5s [CV 4/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.822 total time= 2.4s [CV 5/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.827 total time= 2.2s [CV 1/5] END .C=1000, gamma=auto, kernel=linear;, score=0.734 total time= 36.4s [CV 2/5] END .C=1000, gamma=auto, kernel=linear;, score=0.732 total time= 40.0s [CV 3/5] END .C=1000, gamma=auto, kernel=linear;, score=0.715 total time= 39.1s [CV 4/5] END .C=1000, gamma=auto, kernel=linear;, score=0.730 total time= 36.1s [CV 5/5] END .C=1000, gamma=auto, kernel=linear;, score=0.739 total time= 35.4s [CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.886 total time= 0.4s [CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.882 total time= 0.4s [CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.880 total time= 0.5s [CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.878 total time= 0.4s [CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.888 total time= 0.4s [CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.734 total time= 37.3s [CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.732 total time= 40.7s [CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.715 total time= 38.4s [CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.730 total time= 37.0s [CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.739 total time= 35.7s [CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.824 total time= 2.2s [CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.823 total time= 2.5s [CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.817 total time= 2.5s [CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.822 total time= 2.4s [CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.827 total time= 2.2s [CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.734 total time= 37.1s [CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.732 total time= 40.7s [CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.715 total time= 38.2s [CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.730 total time= 36.8s [CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.739 total time= 35.6s [CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.757 total time= 1.7s [CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.748 total time= 1.7s [CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.736 total time= 1.7s [CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.746 total time= 1.6s [CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.749 total time= 1.7s [CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.734 total time= 37.1s [CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.732 total time= 40.5s [CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.715 total time= 38.3s [CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.730 total time= 36.5s [CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.739 total time= 35.5s [CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.720 total time= 0.9s [CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.717 total time= 0.9s [CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.706 total time= 0.9s [CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.720 total time= 0.9s [CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.726 total time= 0.9s [CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.734 total time= 36.9s [CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.732 total time= 40.5s [CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.715 total time= 38.3s [CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.730 total time= 36.2s [CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.739 total time= 35.0s [CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.732 total time= 0.7s [CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.728 total time= 0.8s [CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.715 total time= 0.7s [CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.730 total time= 0.7s [CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.740 total time= 0.8s [CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.734 total time= 36.4s [CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.732 total time= 40.0s [CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.715 total time= 37.6s [CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.730 total time= 36.2s [CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.739 total time= 34.7s
GridSearchCV(estimator=SVC(class_weight='balanced'),
param_grid={'C': [0.1, 1, 10, 100, 1000],
'gamma': ['scale', 'auto', 1, 0.1, 0.01, 0.001,
0.0001],
'kernel': ['rbf', 'linear']},
verbose=3)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(estimator=SVC(class_weight='balanced'),
param_grid={'C': [0.1, 1, 10, 100, 1000],
'gamma': ['scale', 'auto', 1, 0.1, 0.01, 0.001,
0.0001],
'kernel': ['rbf', 'linear']},
verbose=3)SVC(class_weight='balanced')
SVC(class_weight='balanced')
# best parameters & estimator found by GridSearchCV
print('\033[1mBest Parameters of GridSearchCV for SVM Model:\033[0m ', gridSVMClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for SVM Model:\033[0m', gridSVMClassifier.best_estimator_)
Best Parameters of GridSearchCV for SVM Model: {'C': 1000, 'gamma': 1, 'kernel': 'rbf'} Best Estimator of GridSearchCV for SVM Model: SVC(C=1000, class_weight='balanced', gamma=1)
# Predict values for Test dataset
y_pred_GSVMC = gridSVMClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GSVMC)
Confusion matrix
Score positive Score negative
Actual positive 1969 140
Actual negative 130 21
Accuracy 0.88
Positive Negative
Num case 2109 151
Precision 0.94 0.13
Recall 0.93 0.14
F1 0.94 0.13
precision recall f1-score support
0.0 0.94 0.93 0.94 2109
1.0 0.13 0.14 0.13 151
accuracy 0.88 2260
macro avg 0.53 0.54 0.54 2260
weighted avg 0.88 0.88 0.88 2260
svc_disp = RocCurveDisplay.from_estimator(gridSVMClassifier, X_test, y_test)
# Construction Model:
from sklearn.tree import DecisionTreeClassifier
decisionTreeClassifier = DecisionTreeClassifier(class_weight="balanced", random_state=42)
# fit the model
decisionTreeClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predSDTC = decisionTreeClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predSDTC)
Confusion matrix
Score positive Score negative
Actual positive 1995 114
Actual negative 125 26
Accuracy 0.89
Positive Negative
Num case 2109 151
Precision 0.94 0.19
Recall 0.95 0.17
F1 0.94 0.18
precision recall f1-score support
0.0 0.94 0.95 0.94 2109
1.0 0.19 0.17 0.18 151
accuracy 0.89 2260
macro avg 0.56 0.56 0.56 2260
weighted avg 0.89 0.89 0.89 2260
bestDecisionTreeClassifier = DecisionTreeClassifier(max_depth=None, random_state=42)
bestDecisionTreeClassifierScores = cross_validate(bestDecisionTreeClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestDecisionTreeClassifierScores = pd.DataFrame(bestDecisionTreeClassifierScores, index = range(1, 11))
print(bestDecisionTreeClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.025275 0.006545 0.882743 0.179104 0.190476 0.184615 2 0.017666 0.002692 0.884956 0.174603 0.174603 0.174603 3 0.017300 0.002887 0.896018 0.245902 0.238095 0.241935 4 0.017776 0.002619 0.887168 0.200000 0.206349 0.203125 5 0.017174 0.002562 0.892699 0.263889 0.301587 0.281481 6 0.015760 0.002316 0.879425 0.189189 0.222222 0.204380 7 0.015999 0.002313 0.880531 0.131148 0.126984 0.129032 8 0.016552 0.002284 0.870575 0.162500 0.206349 0.181818 9 0.016116 0.002277 0.883850 0.226667 0.265625 0.244604 10 0.016421 0.002277 0.871539 0.155844 0.190476 0.171429
bestDecisionTreeClassifierScores.mean()
fit_time 0.017604 score_time 0.002877 test_accuracy 0.882950 test_precision 0.192885 test_recall 0.212277 test_f1 0.201702 dtype: float64
from sklearn.model_selection import RandomizedSearchCV
from sklearn import tree
parameters={'max_depth':(10,20,30,40,50),'criterion':('gini','entropy'),'max_features':('log2','sqrt','auto'),
'min_samples_split':(2,4,6),'random_state':(0,1,2,3,4,5)}
gridDecisionTreeClassifier = RandomizedSearchCV(tree.DecisionTreeClassifier(),param_distributions=parameters,cv=5,random_state=2)
gridDecisionTreeClassifier = gridDecisionTreeClassifier.fit(X_train, y_train)
print('\033[1mBest Parameters of RandomizedSearchCV for Decision Tree Model:\033[0m', gridDecisionTreeClassifier.best_params_)
print('\033[1mEstimator of RandomizedSearchCV for Decision Tree Model:\033[0m', gridDecisionTreeClassifier.best_estimator_)
Best Parameters of RandomizedSearchCV for Decision Tree Model: {'random_state': 3, 'min_samples_split': 2, 'max_features': 'sqrt', 'max_depth': 10, 'criterion': 'entropy'} Estimator of RandomizedSearchCV for Decision Tree Model: DecisionTreeClassifier(criterion='entropy', max_depth=10, max_features='sqrt', random_state=3)
gridDecisionTreeClassifier = tree.DecisionTreeClassifier(criterion='entropy', max_depth=10, max_features=None, min_samples_split=6, random_state=2)
gridDecisionTreeClassifier = gridDecisionTreeClassifier.fit(X_train, y_train)
y_pred_DTHPM = gridDecisionTreeClassifier.predict(X_test)
y_train_pred_DTHPM = gridDecisionTreeClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_DTHPM)
Confusion matrix
Score positive Score negative
Actual positive 2046 63
Actual negative 128 23
Accuracy 0.92
Positive Negative
Num case 2109 151
Precision 0.94 0.27
Recall 0.97 0.15
F1 0.96 0.19
precision recall f1-score support
0.0 0.94 0.97 0.96 2109
1.0 0.27 0.15 0.19 151
accuracy 0.92 2260
macro avg 0.60 0.56 0.57 2260
weighted avg 0.90 0.92 0.90 2260
# Function for examining scores
from sklearn.metrics import precision_score, f1_score, accuracy_score, recall_score
def trainVal(y_train, y_train_pred, y_test, y_pred):
scores = {"train_set": {"Accuracy" : accuracy_score(y_train, y_train_pred),
"Precision" : precision_score(y_train, y_train_pred),
"Recall" : recall_score(y_train, y_train_pred),
"f1" : f1_score(y_train, y_train_pred)},
"test_set": {"Accuracy" : accuracy_score(y_test, y_pred),
"Precision" : precision_score(y_test, y_pred),
"Recall" : recall_score(y_test, y_pred),
"f1" : f1_score(y_test, y_pred)}}
return pd.DataFrame(scores)
print('---------------Train vs Test Report----------------')
trainVal(y_train, y_train_pred_DTHPM, y_test, y_pred_DTHPM)
---------------Train vs Test Report----------------
| train_set | test_set | |
|---|---|---|
| Accuracy | 0.948114 | 0.915487 |
| Precision | 0.813953 | 0.267442 |
| Recall | 0.332805 | 0.152318 |
| f1 | 0.472441 | 0.194093 |
gridDecisionTreeClassifier.feature_importances_
array([0.00865572, 0.46464947, 0.0129106 , 0.02742582, 0.00261279,
0.02080516, 0.006765 , 0.22206624, 0.19448134, 0.03962787])
X = pd.DataFrame(X)
gridDecisionTreeClassifier = pd.DataFrame(index = X.columns, data = gridDecisionTreeClassifier.feature_importances_,
columns = ['Feature Importance']).sort_values('Feature Importance', ascending = False)
print(gridDecisionTreeClassifier)
Feature Importance age 0.464649 avg_glucose_level 0.222066 bmi 0.194481 smoking_status 0.039628 heart_disease 0.027426 work_type 0.020805 hypertension 0.012911 gender 0.008656 Residence_type 0.006765 ever_married 0.002613
sns.barplot(x=gridDecisionTreeClassifier["Feature Importance"], y=gridDecisionTreeClassifier.index)
plt.title("Feature Importance")
plt.show()
svc_disp = RocCurveDisplay.from_estimator(decisionTreeClassifier, X_test, y_test)
# Construction Model:
from sklearn.neighbors import KNeighborsClassifier
KNNClassifier = KNeighborsClassifier(n_neighbors=5,p=2,metric='euclidean')
# fit the model
KNNClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predKNNC = decisionTreeClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predKNNC)
Confusion matrix
Score positive Score negative
Actual positive 1995 114
Actual negative 125 26
Accuracy 0.89
Positive Negative
Num case 2109 151
Precision 0.94 0.19
Recall 0.95 0.17
F1 0.94 0.18
precision recall f1-score support
0.0 0.94 0.95 0.94 2109
1.0 0.19 0.17 0.18 151
accuracy 0.89 2260
macro avg 0.56 0.56 0.56 2260
weighted avg 0.89 0.89 0.89 2260
bestKNNC = KNeighborsClassifier(n_neighbors=5)
bestKNNCScores = cross_validate(bestKNNC, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestKNNCScores = pd.DataFrame(bestKNNCScores, index = range(1, 11))
print(bestKNNCScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.007994 0.037442 0.914823 0.181818 0.063492 0.094118 2 0.002407 0.031154 0.924779 0.272727 0.047619 0.081081 3 0.002292 0.031629 0.924779 0.333333 0.079365 0.128205 4 0.002845 0.030901 0.924779 0.333333 0.079365 0.128205 5 0.002404 0.031619 0.914823 0.294118 0.158730 0.206186 6 0.002376 0.030115 0.919248 0.272727 0.095238 0.141176 7 0.002321 0.029956 0.918142 0.076923 0.015873 0.026316 8 0.002326 0.030255 0.925885 0.357143 0.079365 0.129870 9 0.002293 0.029726 0.921460 0.266667 0.062500 0.101266 10 0.002304 0.029942 0.922481 0.360000 0.142857 0.204545
bestKNNCScores.mean()
fit_time 0.002956 score_time 0.031274 test_accuracy 0.921120 test_precision 0.274879 test_recall 0.082440 test_f1 0.124097 dtype: float64
testErrorRates = []
for k in range(1, 30):
KNNClassifier = KNeighborsClassifier(n_neighbors=k)
KNNClassifier.fit(X_train, y_train)
y_pred_Error = KNNClassifier.predict(X_test)
testErrorRates.append(np.mean(y_pred_Error!=y_test))
# Plot for Elbow Method
plt.figure(figsize=(20,8))
plt.plot(range(1,30),testErrorRates,color='blue',linestyle='dashed',marker='o',markerfacecolor='green')
plt.title("Error Rate Method")
plt.xlabel('Kth values')
plt.ylabel('Error_rate')
Text(0, 0.5, 'Error_rate')
k = range(1, 30)
param_grid = {"n_neighbors": k, "p": [1, 2], "weights": ['uniform', "distance"]}
KNNGrid = KNeighborsClassifier()
KNNGridModel = GridSearchCV(KNNGrid, param_grid, cv=10, scoring='accuracy')
KNNGridModel.fit(X_train, y_train)
GridSearchCV(cv=10, estimator=KNeighborsClassifier(),
param_grid={'n_neighbors': range(1, 30), 'p': [1, 2],
'weights': ['uniform', 'distance']},
scoring='accuracy')In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=10, estimator=KNeighborsClassifier(),
param_grid={'n_neighbors': range(1, 30), 'p': [1, 2],
'weights': ['uniform', 'distance']},
scoring='accuracy')KNeighborsClassifier()
KNeighborsClassifier()
print('Best Parameters of GridSearchCV for KNN Classifier:', KNNGridModel.best_params_)
print('Best Estimator of GridSearchCV for KNN Classifier:', KNNGridModel.best_estimator_)
Best Parameters of GridSearchCV for KNN Classifier: {'n_neighbors': 29, 'p': 2, 'weights': 'uniform'}
Best Estimator of GridSearchCV for KNN Classifier: KNeighborsClassifier(n_neighbors=29)
y_pred_GKNNC = KNNGridModel.predict(X_test)
y_train_pred_GKNNC = KNNGridModel.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GKNNC)
Confusion matrix
Score positive Score negative
Actual positive 2107 2
Actual negative 151 0
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.00
Recall 1.00 0.00
F1 0.96 0.00
precision recall f1-score support
0.0 0.93 1.00 0.96 2109
1.0 0.00 0.00 0.00 151
accuracy 0.93 2260
macro avg 0.47 0.50 0.48 2260
weighted avg 0.87 0.93 0.90 2260
svc_disp = RocCurveDisplay.from_estimator(KNNClassifier, X_test, y_test)
# Construction Model:
from sklearn.ensemble import GradientBoostingClassifier
GBClassifier = GradientBoostingClassifier(random_state=42)
# fit the model
GBClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_pred_GBC = GBClassifier.predict(X_test)
# Predict training values for Test dataset
y_train_GBC = GBClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GBC)
Confusion matrix
Score positive Score negative
Actual positive 2097 12
Actual negative 146 5
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.29
Recall 0.99 0.03
F1 0.96 0.06
precision recall f1-score support
0.0 0.93 0.99 0.96 2109
1.0 0.29 0.03 0.06 151
accuracy 0.93 2260
macro avg 0.61 0.51 0.51 2260
weighted avg 0.89 0.93 0.90 2260
bestGBClassifier = GradientBoostingClassifier(random_state=42)
bestGBClassifierScores = cross_validate(bestGBClassifier, X_train, y_train, scoring = ["accuracy", "precision_macro", "recall_macro", "f1_macro"], cv = 10)
bestGBClassifierScores = pd.DataFrame(bestGBClassifierScores, index = range(1, 11))
print(bestGBClassifierScores)
fit_time score_time test_accuracy test_precision_macro \
1 0.583776 0.003246 0.928097 0.632702
2 0.565285 0.003269 0.925885 0.590960
3 0.563029 0.003260 0.930310 0.716592
4 0.566515 0.003214 0.930310 0.716111
5 0.568248 0.003164 0.929204 0.698783
6 0.563628 0.003195 0.923673 0.527902
7 0.574960 0.003224 0.925885 0.590960
8 0.568001 0.003299 0.926991 0.608855
9 0.561368 0.003136 0.931416 0.779576
10 0.560623 0.003067 0.929125 0.694762
test_recall_macro test_f1_macro
1 0.513495 0.510297
2 0.512306 0.508883
3 0.522026 0.525364
4 0.514684 0.511758
5 0.543457 0.560472
6 0.503775 0.494223
7 0.512306 0.508883
8 0.512900 0.509584
9 0.537277 0.551587
10 0.536111 0.549092
bestGBClassifierScores.mean()
fit_time 0.567543 score_time 0.003207 test_accuracy 0.928090 test_precision_macro 0.655720 test_recall_macro 0.520834 test_f1_macro 0.523014 dtype: float64
GBClassifier.feature_importances_
array([0.00479262, 0.54467889, 0.02016781, 0.06330147, 0.00723562,
0.00143494, 0.00940716, 0.17449435, 0.16366246, 0.01082469])
GBClassifierFeatureImportance = pd.DataFrame(index = X.columns, data = GBClassifier.feature_importances_,
columns = ["Feature Importance"]).sort_values("Feature Importance", ascending = False)
print(GBClassifierFeatureImportance)
Feature Importance age 0.544679 avg_glucose_level 0.174494 bmi 0.163662 heart_disease 0.063301 hypertension 0.020168 smoking_status 0.010825 Residence_type 0.009407 ever_married 0.007236 gender 0.004793 work_type 0.001435
sns.barplot(y=GBClassifierFeatureImportance["Feature Importance"], x=GBClassifierFeatureImportance.index)
plt.title("Feature Importance")
plt.xticks(rotation=45)
plt.show()
# Accuracy scores on train and validation sets with different learning rates
learningRates = [0.05, 0.1, 0.15, 0.25, 0.5, 0.6, 0.75, 0.85, 1]
for learningRate in learningRates:
gb = GradientBoostingClassifier(n_estimators=20, learning_rate = learningRate, random_state=42)
gb.fit(X_train, y_train)
print("Learning rate: ", learningRate)
print("Accuracy score (training): {0:.3f}".format(gb.score(X_train, y_train)))
print("Accuracy score (test): {0:.3f}".format(gb.score(X_test, y_test)))
print()
Learning rate: 0.05 Accuracy score (training): 0.930 Accuracy score (test): 0.933 Learning rate: 0.1 Accuracy score (training): 0.931 Accuracy score (test): 0.932 Learning rate: 0.15 Accuracy score (training): 0.932 Accuracy score (test): 0.930 Learning rate: 0.25 Accuracy score (training): 0.933 Accuracy score (test): 0.930 Learning rate: 0.5 Accuracy score (training): 0.938 Accuracy score (test): 0.925 Learning rate: 0.6 Accuracy score (training): 0.937 Accuracy score (test): 0.925 Learning rate: 0.75 Accuracy score (training): 0.939 Accuracy score (test): 0.922 Learning rate: 0.85 Accuracy score (training): 0.941 Accuracy score (test): 0.924 Learning rate: 1 Accuracy score (training): 0.939 Accuracy score (test): 0.920
param_grid = {"n_estimators":[100, 200, 300],
"subsample":[0.5, 1], "max_features" : [None, 2, 3, 4], "learning_rate": [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25, 1.5]}
GBGrid = GradientBoostingClassifier(random_state=42)
GBGrid = GridSearchCV(GBGrid, param_grid, scoring = "f1", verbose=2, n_jobs = -1).fit(X_train, y_train)
Fitting 5 folds for each of 192 candidates, totalling 960 fits
print('Best Parameters of GridSearchCV for Gradient Boosting Model:', GBGrid.best_params_)
print('Best Estimator of GridSearchCV for Gradient Boosting Model:', GBGrid.best_estimator_)
Best Parameters of GridSearchCV for Gradient Boosting Model: {'learning_rate': 1.25, 'max_features': None, 'n_estimators': 100, 'subsample': 0.5}
Best Estimator of GridSearchCV for Gradient Boosting Model: GradientBoostingClassifier(learning_rate=1.25, random_state=42, subsample=0.5)
y_pred_GGB = GBGrid.predict(X_test)
y_train_pred_GGB = GBGrid.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GGB)
Confusion matrix
Score positive Score negative
Actual positive 2036 73
Actual negative 130 21
Accuracy 0.91
Positive Negative
Num case 2109 151
Precision 0.94 0.22
Recall 0.97 0.14
F1 0.95 0.17
precision recall f1-score support
0.0 0.94 0.97 0.95 2109
1.0 0.22 0.14 0.17 151
accuracy 0.91 2260
macro avg 0.58 0.55 0.56 2260
weighted avg 0.89 0.91 0.90 2260
svc_disp = RocCurveDisplay.from_estimator(GBClassifier, X_test, y_test)
# Construction Model:
from sklearn.ensemble import AdaBoostClassifier
ABClassifier = AdaBoostClassifier(n_estimators=50, random_state=101)
# fit the model
ABClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_pred_ABC = ABClassifier.predict(X_test)
# Predict training values for Test dataset
y_train_pred8ABC = ABClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_ABC)
Confusion matrix
Score positive Score negative
Actual positive 2094 15
Actual negative 145 6
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.94 0.29
Recall 0.99 0.04
F1 0.96 0.07
precision recall f1-score support
0.0 0.94 0.99 0.96 2109
1.0 0.29 0.04 0.07 151
accuracy 0.93 2260
macro avg 0.61 0.52 0.52 2260
weighted avg 0.89 0.93 0.90 2260
bestABClassifier = AdaBoostClassifier(n_estimators=50, random_state=101)
bestABClassifierScores = cross_validate(bestABClassifier, X_train, y_train, scoring = ['accuracy', 'precision','recall', 'f1'], cv = 10)
bestABClassifierScores = pd.DataFrame(bestABClassifierScores, index = range(1, 11))
print(bestABClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.180542 0.005996 0.925885 0.333333 0.063492 0.106667 2 0.148216 0.005847 0.922566 0.230769 0.047619 0.078947 3 0.148913 0.005888 0.933628 0.666667 0.095238 0.166667 4 0.147629 0.005846 0.926991 0.333333 0.047619 0.083333 5 0.148502 0.005836 0.929204 0.470588 0.126984 0.200000 6 0.150600 0.005944 0.922566 0.111111 0.015873 0.027778 7 0.152914 0.006035 0.929204 0.454545 0.079365 0.135135 8 0.149965 0.005871 0.928097 0.400000 0.063492 0.109589 9 0.152311 0.005967 0.931416 0.600000 0.093750 0.162162 10 0.152376 0.005983 0.926910 0.384615 0.079365 0.131579
bestABClassifierScores.mean()
fit_time 0.153197 score_time 0.005921 test_accuracy 0.927647 test_precision 0.398496 test_recall 0.071280 test_f1 0.120186 dtype: float64
errorRates = []
for n in range(1, 100):
ABClassifier = AdaBoostClassifier(n_estimators=n)
ABClassifier.fit(X_train, y_train)
preds = ABClassifier.predict(X_test)
error = 1 - f1_score(y_test, preds)
errorRates.append(error)
plt.figure(figsize=(14, 8))
plt.plot(range(1, 100), errorRates)
[<matplotlib.lines.Line2D at 0x16762ca90>]
ABClassifier.feature_importances_
array([0.01010101, 0.37373737, 0.01010101, 0.02020202, 0. ,
0.03030303, 0. , 0.26262626, 0.26262626, 0.03030303])
ABClassifierFeatureImportance = pd.DataFrame(index = X.columns, data = ABClassifier.feature_importances_,
columns = ["Feature Importance"]).sort_values("Feature Importance", ascending = False)
print(ABClassifierFeatureImportance)
Feature Importance age 0.373737 avg_glucose_level 0.262626 bmi 0.262626 work_type 0.030303 smoking_status 0.030303 heart_disease 0.020202 gender 0.010101 hypertension 0.010101 ever_married 0.000000 Residence_type 0.000000
plt.figure(figsize=(12,6))
sns.barplot(y=ABClassifierFeatureImportance["Feature Importance"], x=ABClassifierFeatureImportance.index)
plt.title("Feature Importance")
plt.xticks(rotation=45)
plt.show()
# Accuracy scores on train and validation sets with different learning rates
learningRates = [0.05, 0.1, 0.15, 0.25, 0.5, 0.6, 0.75, 0.85, 1]
for learningRate in learningRates:
AB = AdaBoostClassifier(n_estimators=20, learning_rate = learningRate, random_state=42)
AB.fit(X_train, y_train)
print("Learning rate: ", learningRate)
print("Accuracy score (training): {0:.3f}".format(AB.score(X_train, y_train)))
print("Accuracy score (test): {0:.3f}".format(AB.score(X_test, y_test)))
print()
Learning rate: 0.05 Accuracy score (training): 0.930 Accuracy score (test): 0.933 Learning rate: 0.1 Accuracy score (training): 0.930 Accuracy score (test): 0.933 Learning rate: 0.15 Accuracy score (training): 0.930 Accuracy score (test): 0.933 Learning rate: 0.25 Accuracy score (training): 0.930 Accuracy score (test): 0.933 Learning rate: 0.5 Accuracy score (training): 0.930 Accuracy score (test): 0.933 Learning rate: 0.6 Accuracy score (training): 0.931 Accuracy score (test): 0.932 Learning rate: 0.75 Accuracy score (training): 0.931 Accuracy score (test): 0.931 Learning rate: 0.85 Accuracy score (training): 0.929 Accuracy score (test): 0.930 Learning rate: 1 Accuracy score (training): 0.930 Accuracy score (test): 0.932
param_grid = {"n_estimators": [15, 20, 100, 500], "learning_rate": [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25, 1.5]}
ABClassifierGrid = AdaBoostClassifier(random_state=42)
ABClassifierGrid = GridSearchCV(ABClassifierGrid, param_grid, cv=5, scoring= 'f1')
ABClassifierGrid.fit(X_train, y_train)
GridSearchCV(cv=5, estimator=AdaBoostClassifier(random_state=42),
param_grid={'learning_rate': [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25,
1.5],
'n_estimators': [15, 20, 100, 500]},
scoring='f1')In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=5, estimator=AdaBoostClassifier(random_state=42),
param_grid={'learning_rate': [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25,
1.5],
'n_estimators': [15, 20, 100, 500]},
scoring='f1')AdaBoostClassifier(random_state=42)
AdaBoostClassifier(random_state=42)
print('Best Parameters of GridSearchCV for AdaBoosting Model: ', ABClassifierGrid.best_params_)
print('Best Estimator of GridSearchCV for AdaBoosting Model: ', ABClassifierGrid.best_estimator_)
Best Parameters of GridSearchCV for AdaBoosting Model: {'learning_rate': 1.5, 'n_estimators': 20}
Best Estimator of GridSearchCV for AdaBoosting Model: AdaBoostClassifier(learning_rate=1.5, n_estimators=20, random_state=42)
y_pred_GABC = ABClassifierGrid.predict(X_test)
y_train_pred_GABC = ABClassifierGrid.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GABC)
Confusion matrix
Score positive Score negative
Actual positive 2099 10
Actual negative 144 7
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.94 0.41
Recall 1.00 0.05
F1 0.96 0.08
precision recall f1-score support
0.0 0.94 1.00 0.96 2109
1.0 0.41 0.05 0.08 151
accuracy 0.93 2260
macro avg 0.67 0.52 0.52 2260
weighted avg 0.90 0.93 0.91 2260
svc_disp = RocCurveDisplay.from_estimator(ABClassifierGrid, X_test, y_test)
# Construction Model:
from xgboost import XGBClassifier
XGBoostClassifier = XGBClassifier(random_state=101)
# fit the model
XGBoostClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_pred_XGBC = XGBoostClassifier.predict(X_test)
# Predict training values for Test dataset
y_train_pred_XGBC = XGBoostClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_XGBC)
Confusion matrix
Score positive Score negative
Actual positive 2069 40
Actual negative 129 22
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.94 0.35
Recall 0.98 0.15
F1 0.96 0.21
precision recall f1-score support
0.0 0.94 0.98 0.96 2109
1.0 0.35 0.15 0.21 151
accuracy 0.93 2260
macro avg 0.65 0.56 0.58 2260
weighted avg 0.90 0.93 0.91 2260
bestXGBoostClassifier = XGBClassifier(random_state=101)
bestXGBoostClassifierScores = cross_validate(bestXGBoostClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestXGBoostClassifierScores = pd.DataFrame(bestXGBoostClassifierScores, index = range(1, 11))
print(bestXGBoostClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.211092 0.003491 0.933628 0.571429 0.190476 0.285714 2 0.215810 0.003343 0.924779 0.368421 0.111111 0.170732 3 0.231780 0.003546 0.929204 0.461538 0.095238 0.157895 4 0.235851 0.003221 0.929204 0.466667 0.111111 0.179487 5 0.202075 0.004076 0.928097 0.458333 0.174603 0.252874 6 0.224959 0.003462 0.904867 0.074074 0.031746 0.044444 7 0.209933 0.003360 0.912611 0.214286 0.095238 0.131868 8 0.200940 0.003520 0.924779 0.368421 0.111111 0.170732 9 0.227811 0.003119 0.928097 0.478261 0.171875 0.252874 10 0.217515 0.003160 0.921373 0.277778 0.079365 0.123457
bestXGBoostClassifierScores.mean()
fit_time 0.217777 score_time 0.003430 test_accuracy 0.923664 test_precision 0.373921 test_recall 0.117187 test_f1 0.177008 dtype: float64
XGBoostClassifier.feature_importances_
array([0.06838773, 0.22744429, 0.09899457, 0.1454954 , 0.08669265,
0.07297628, 0.06786441, 0.07348958, 0.078584 , 0.08007101],
dtype=float32)
features = pd.DataFrame(index=X.columns, data=XGBoostClassifier.feature_importances_, columns=["Feature Importance"])
XGBoostClassifierFeatureImportance = features.sort_values("Feature Importance", ascending=False)
print(XGBoostClassifierFeatureImportance)
Feature Importance age 0.227444 heart_disease 0.145495 hypertension 0.098995 ever_married 0.086693 smoking_status 0.080071 bmi 0.078584 avg_glucose_level 0.073490 work_type 0.072976 gender 0.068388 Residence_type 0.067864
plt.figure(figsize=(12,6))
sns.barplot(y=XGBoostClassifierFeatureImportance["Feature Importance"], x=XGBoostClassifierFeatureImportance.index)
plt.title("Feature Importance")
plt.xticks(rotation=45)
plt.show()
param_grid = {"n_estimators":[100, 300],
"max_depth":[3,5,6],
"learning_rate": [0.1, 0.3],
"subsample":[0.5, 1],
"colsample_bytree":[0.5, 1]}
XGBoostClassifierGrid = XGBClassifier(random_state=42)
XGBoostClassifierGrid = GridSearchCV(XGBoostClassifierGrid, param_grid, scoring = "f1", verbose=2, n_jobs = -1)
XGBoostClassifierGrid.fit(X_train, y_train)
Fitting 5 folds for each of 48 candidates, totalling 240 fits
GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_b...
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1,
param_grid={'colsample_bytree': [0.5, 1],
'learning_rate': [0.1, 0.3], 'max_depth': [3, 5, 6],
'n_estimators': [100, 300], 'subsample': [0.5, 1]},
scoring='f1', verbose=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_b...
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1,
param_grid={'colsample_bytree': [0.5, 1],
'learning_rate': [0.1, 0.3], 'max_depth': [3, 5, 6],
'n_estimators': [100, 300], 'subsample': [0.5, 1]},
scoring='f1', verbose=2)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)print('\033[1mBest Parameters of GridSearchCV for RF Model:\033[0m', XGBoostClassifierGrid.best_params_)
print('\033[1mBest Estimator of GridSearchCV for RF Model:\033[0m', XGBoostClassifierGrid.best_estimator_)
Best Parameters of GridSearchCV for RF Model: {'colsample_bytree': 1, 'learning_rate': 0.3, 'max_depth': 5, 'n_estimators': 300, 'subsample': 0.5} Best Estimator of GridSearchCV for RF Model: XGBClassifier(base_score=None, booster=None, callbacks=None, colsample_bylevel=None, colsample_bynode=None, colsample_bytree=1, early_stopping_rounds=None, enable_categorical=False, eval_metric=None, feature_types=None, gamma=None, gpu_id=None, grow_policy=None, importance_type=None, interaction_constraints=None, learning_rate=0.3, max_bin=None, max_cat_threshold=None, max_cat_to_onehot=None, max_delta_step=None, max_depth=5, max_leaves=None, min_child_weight=None, missing=nan, monotone_constraints=None, n_estimators=300, n_jobs=None, num_parallel_tree=None, predictor=None, random_state=42, ...)
y_pred_GXGBC = XGBoostClassifierGrid.predict(X_test)
y_train_pred_GXGBC = XGBoostClassifierGrid.predict(X_train)
#Evaluation du modèle:
model_evaluation(y_test, y_pred_GXGBC)
Confusion matrix
Score positive Score negative
Actual positive 2044 65
Actual negative 125 26
Accuracy 0.92
Positive Negative
Num case 2109 151
Precision 0.94 0.29
Recall 0.97 0.17
F1 0.96 0.21
precision recall f1-score support
0.0 0.94 0.97 0.96 2109
1.0 0.29 0.17 0.21 151
accuracy 0.92 2260
macro avg 0.61 0.57 0.59 2260
weighted avg 0.90 0.92 0.91 2260
svc_disp = RocCurveDisplay.from_estimator(XGBoostClassifier, X_test, y_test)
# Construction model
from sklearn.naive_bayes import GaussianNB
naiveBayesclassifier = GaussianNB()
# fit the model
naiveBayesclassifier.fit(X_train, y_train)
# Predicting the Test set results
y_pred_NBC = naiveBayesclassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_NBC)
Confusion matrix
Score positive Score negative
Actual positive 1853 256
Actual negative 94 57
Accuracy 0.85
Positive Negative
Num case 2109 151
Precision 0.95 0.18
Recall 0.88 0.38
F1 0.91 0.25
precision recall f1-score support
0.0 0.95 0.88 0.91 2109
1.0 0.18 0.38 0.25 151
accuracy 0.85 2260
macro avg 0.57 0.63 0.58 2260
weighted avg 0.90 0.85 0.87 2260
bestNaiveBayesClassifier = GaussianNB()
bestNaiveBayesClassifierScores = cross_validate(bestNaiveBayesClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestNaiveBayesClassifierScores = pd.DataFrame(bestNaiveBayesClassifierScores, index = range(1, 11))
print(bestNaiveBayesClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.004341 0.005104 0.853982 0.200000 0.365079 0.258427 2 0.001935 0.003577 0.853982 0.214876 0.412698 0.282609 3 0.001807 0.003259 0.868363 0.274194 0.539683 0.363636 4 0.001725 0.003002 0.861726 0.228070 0.412698 0.293785 5 0.001893 0.002870 0.853982 0.248175 0.539683 0.340000 6 0.001731 0.002754 0.855088 0.196429 0.349206 0.251429 7 0.001475 0.002680 0.841814 0.196970 0.412698 0.266667 8 0.001484 0.002524 0.846239 0.224638 0.492063 0.308458 9 0.001388 0.002422 0.850664 0.206612 0.390625 0.270270 10 0.001379 0.002420 0.875969 0.279279 0.492063 0.356322
bestNaiveBayesClassifierScores.mean()
fit_time 0.001916 score_time 0.003061 test_accuracy 0.856181 test_precision 0.226924 test_recall 0.440650 test_f1 0.299160 dtype: float64
param_grid = {'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]}
naiveBayesClassifierGrid = XGBClassifier(random_state=42)
naiveBayesClassifierGrid = GridSearchCV(naiveBayesClassifierGrid, param_grid, scoring = "f1", verbose=2, n_jobs = -1)
naiveBayesClassifierGrid.fit(X_train, y_train)
Fitting 5 folds for each of 5 candidates, totalling 25 fits
GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_bin=None,
max_cat_threshold=None,
max_cat_to_onehot=None,
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1, param_grid={'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]},
scoring='f1', verbose=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_bin=None,
max_cat_threshold=None,
max_cat_to_onehot=None,
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1, param_grid={'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]},
scoring='f1', verbose=2)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)print('\033[1mBest Parameters of GridSearchCV for RF Model:\033[0m', naiveBayesClassifierGrid.best_params_)
print('\033[1mBest Estimator of GridSearchCV for RF Model:\033[0m', naiveBayesClassifierGrid.best_estimator_)
Best Parameters of GridSearchCV for RF Model: {'alpha': 1.0} Best Estimator of GridSearchCV for RF Model: XGBClassifier(alpha=1.0, base_score=None, booster=None, callbacks=None, colsample_bylevel=None, colsample_bynode=None, colsample_bytree=None, early_stopping_rounds=None, enable_categorical=False, eval_metric=None, feature_types=None, gamma=None, gpu_id=None, grow_policy=None, importance_type=None, interaction_constraints=None, learning_rate=None, max_bin=None, max_cat_threshold=None, max_cat_to_onehot=None, max_delta_step=None, max_depth=None, max_leaves=None, min_child_weight=None, missing=nan, monotone_constraints=None, n_estimators=100, n_jobs=None, num_parallel_tree=None, predictor=None, ...)
y_pred_GNBC = naiveBayesClassifierGrid.predict(X_test)
y_train_pred_GNBC = naiveBayesClassifierGrid.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GNBC)
Confusion matrix
Score positive Score negative
Actual positive 2071 38
Actual negative 129 22
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.94 0.37
Recall 0.98 0.15
F1 0.96 0.21
precision recall f1-score support
0.0 0.94 0.98 0.96 2109
1.0 0.37 0.15 0.21 151
accuracy 0.93 2260
macro avg 0.65 0.56 0.58 2260
weighted avg 0.90 0.93 0.91 2260
svc_disp = RocCurveDisplay.from_estimator(naiveBayesclassifier, X_test, y_test)
# Importing the libraries
import pandas as pd
from keras.models import Sequential
from keras.layers import Dense
# Initialising the ANN
ANNClassifier = Sequential()
# Adding the input layer and the first hidden layer kernel_constraint=maxnorm(3)
ANNClassifier.add(Dense(units = 10, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
# Adding the second hidden layer
ANNClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the output layer
ANNClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling the ANN
ANNClassifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])
# Fitting the ANN to the Training set
print(X_train[:,2])
print(y_train)
ANNClassifier.fit(X_train, y_train, batch_size = 10, epochs = 100)
[ 2.97248902 -0.3364184 -0.3364184 ... 2.97248902 -0.3364184
-0.3364184 ]
9446 0.0
1201 0.0
4433 0.0
3928 0.0
9672 0.0
...
1099 0.0
2516 0.0
6685 0.0
2577 0.0
7402 0.0
Name: stroke, Length: 9039, dtype: float64
Epoch 1/100
2023-11-26 19:38:22.545389: W tensorflow/tsl/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
904/904 [==============================] - 1s 371us/step - loss: 0.2833 - accuracy: 0.9301 Epoch 2/100 904/904 [==============================] - 0s 342us/step - loss: 0.1993 - accuracy: 0.9302 Epoch 3/100 904/904 [==============================] - 0s 344us/step - loss: 0.1972 - accuracy: 0.9302 Epoch 4/100 904/904 [==============================] - 0s 340us/step - loss: 0.1963 - accuracy: 0.9302 Epoch 5/100 904/904 [==============================] - 0s 341us/step - loss: 0.1954 - accuracy: 0.9302 Epoch 6/100 904/904 [==============================] - 0s 359us/step - loss: 0.1955 - accuracy: 0.9302 Epoch 7/100 904/904 [==============================] - 0s 344us/step - loss: 0.1955 - accuracy: 0.9302 Epoch 8/100 904/904 [==============================] - 0s 349us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 9/100 904/904 [==============================] - 0s 342us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 10/100 904/904 [==============================] - 0s 342us/step - loss: 0.1946 - accuracy: 0.9302 Epoch 11/100 904/904 [==============================] - 0s 362us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 12/100 904/904 [==============================] - 0s 343us/step - loss: 0.1942 - accuracy: 0.9302 Epoch 13/100 904/904 [==============================] - 0s 347us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 14/100 904/904 [==============================] - 0s 348us/step - loss: 0.1939 - accuracy: 0.9302 Epoch 15/100 904/904 [==============================] - 0s 354us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 16/100 904/904 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9302 Epoch 17/100 904/904 [==============================] - 0s 350us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 18/100 904/904 [==============================] - 0s 340us/step - loss: 0.1935 - accuracy: 0.9302 Epoch 19/100 904/904 [==============================] - 0s 341us/step - loss: 0.1936 - accuracy: 0.9302 Epoch 20/100 904/904 [==============================] - 0s 343us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 21/100 904/904 [==============================] - 0s 339us/step - loss: 0.1935 - accuracy: 0.9302 Epoch 22/100 904/904 [==============================] - 0s 344us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 23/100 904/904 [==============================] - 0s 344us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 24/100 904/904 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 25/100 904/904 [==============================] - 0s 340us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 26/100 904/904 [==============================] - 0s 341us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 27/100 904/904 [==============================] - 0s 342us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 28/100 904/904 [==============================] - 0s 342us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 29/100 904/904 [==============================] - 0s 341us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 30/100 904/904 [==============================] - 0s 341us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 31/100 904/904 [==============================] - 0s 372us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 32/100 904/904 [==============================] - 0s 344us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 33/100 904/904 [==============================] - 0s 344us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 34/100 904/904 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 35/100 904/904 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 36/100 904/904 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 37/100 904/904 [==============================] - 0s 344us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 38/100 904/904 [==============================] - 0s 344us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 39/100 904/904 [==============================] - 0s 339us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 40/100 904/904 [==============================] - 0s 343us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 41/100 904/904 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 42/100 904/904 [==============================] - 0s 341us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 43/100 904/904 [==============================] - 0s 343us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 44/100 904/904 [==============================] - 0s 349us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 45/100 904/904 [==============================] - 0s 337us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 46/100 904/904 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 47/100 904/904 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 48/100 904/904 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 49/100 904/904 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 50/100 904/904 [==============================] - 0s 337us/step - loss: 0.1923 - accuracy: 0.9300 Epoch 51/100 904/904 [==============================] - 0s 357us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 52/100 904/904 [==============================] - 0s 339us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 53/100 904/904 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 54/100 904/904 [==============================] - 0s 355us/step - loss: 0.1919 - accuracy: 0.9302 Epoch 55/100 904/904 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 56/100 904/904 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9299 Epoch 57/100 904/904 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9302 Epoch 58/100 904/904 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 59/100 904/904 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 60/100 904/904 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 61/100 904/904 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 62/100 904/904 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 63/100 904/904 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 64/100 904/904 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9300 Epoch 65/100 904/904 [==============================] - 0s 351us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 66/100 904/904 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 67/100 904/904 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9296 Epoch 68/100 904/904 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 69/100 904/904 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 70/100 904/904 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 71/100 904/904 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 72/100 904/904 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 73/100 904/904 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9303 Epoch 74/100 904/904 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 75/100 904/904 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 76/100 904/904 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9300 Epoch 77/100 904/904 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 78/100 904/904 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9306 Epoch 79/100 904/904 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9300 Epoch 80/100 904/904 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9302 Epoch 81/100 904/904 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9306 Epoch 82/100 904/904 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 83/100 904/904 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9302 Epoch 84/100 904/904 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9303 Epoch 85/100 904/904 [==============================] - 0s 326us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 86/100 904/904 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9303 Epoch 87/100 904/904 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 88/100 904/904 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9306 Epoch 89/100 904/904 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9304 Epoch 90/100 904/904 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9301 Epoch 91/100 904/904 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 92/100 904/904 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9301 Epoch 93/100 904/904 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 94/100 904/904 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9296 Epoch 95/100 904/904 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9300 Epoch 96/100 904/904 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9305 Epoch 97/100 904/904 [==============================] - 0s 331us/step - loss: 0.1879 - accuracy: 0.9303 Epoch 98/100 904/904 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9303 Epoch 99/100 904/904 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9302 Epoch 100/100 904/904 [==============================] - 0s 332us/step - loss: 0.1880 - accuracy: 0.9309
<keras.callbacks.History at 0x2a23b3f10>
# evaluate accuracie model
scores = ANNClassifier.evaluate(X_test, y_test)
print("%s: %.2f%%" % (ANNClassifier.metrics_names[1], scores[1]*100))
71/71 [==============================] - 0s 396us/step - loss: 0.1969 - accuracy: 0.9296 accuracy: 92.96%
# Predicting the Test set results
y_predANNC = ANNClassifier.predict(X_test)
y_predANNC = (y_predANNC > 0.5)
71/71 [==============================] - 0s 309us/step
# Evaluation du modèle:
model_evaluation(y_test, y_predANNC)
Confusion matrix
Score positive Score negative
Actual positive 2100 9
Actual negative 150 1
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.10
Recall 1.00 0.01
F1 0.96 0.01
precision recall f1-score support
0.0 0.93 1.00 0.96 2109
1.0 0.10 0.01 0.01 151
accuracy 0.93 2260
macro avg 0.52 0.50 0.49 2260
weighted avg 0.88 0.93 0.90 2260
from sklearn.model_selection import cross_val_score
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import StratifiedKFold
from sklearn.pipeline import Pipeline
from keras.layers import Dropout
from keras.constraints import maxnorm
from keras.optimizers import SGD
from keras.constraints import unit_norm
def createModel():
# Initialising the ANN
ANNDropoutVisibeClassifier = Sequential()
ANNDropoutVisibeClassifier.add(Dropout(0.2, input_shape=(10,)))
# Adding the input layer and the first hidden layer
ANNDropoutVisibeClassifier.add(Dense(units = 10, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the second hidden layer
ANNDropoutVisibeClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the output layer
ANNDropoutVisibeClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling tANNDropoutVisibeClassifierhe ANN
optimisateur = SGD(lr=0.1, momentum=0.9, decay=0.0, nesterov=False)
ANNDropoutVisibeClassifier.compile(optimizer = optimisateur, loss = 'binary_crossentropy', metrics = ['accuracy'])
return ANNDropoutVisibeClassifier
estimators = []
estimators.append(('mlp', KerasClassifier(build_fn=createModel, nb_epoch=100, batch_size=10)))
pipeline = Pipeline(estimators)
validationCroise = StratifiedKFold(n_splits=10, shuffle=True, random_state=7)
resultDropoutVisibe = cross_val_score(pipeline, X_train, y_train, cv=validationCroise)
814/814 [==============================] - 0s 364us/step - loss: 0.2432 - accuracy: 0.9299 91/91 [==============================] - 0s 392us/step - loss: 0.2252 - accuracy: 0.9303 814/814 [==============================] - 0s 364us/step - loss: 0.2444 - accuracy: 0.9297 91/91 [==============================] - 0s 410us/step - loss: 0.2207 - accuracy: 0.9303 814/814 [==============================] - 0s 360us/step - loss: 0.2376 - accuracy: 0.9297 91/91 [==============================] - 0s 399us/step - loss: 0.2056 - accuracy: 0.9303 814/814 [==============================] - 0s 378us/step - loss: 0.2532 - accuracy: 0.9281 91/91 [==============================] - 0s 408us/step - loss: 0.2071 - accuracy: 0.9281 814/814 [==============================] - 0s 360us/step - loss: 0.2414 - accuracy: 0.9298 91/91 [==============================] - 0s 391us/step - loss: 0.2120 - accuracy: 0.9303 814/814 [==============================] - 0s 363us/step - loss: 0.2573 - accuracy: 0.9293 91/91 [==============================] - 0s 386us/step - loss: 0.2211 - accuracy: 0.9303 814/814 [==============================] - 0s 362us/step - loss: 0.2404 - accuracy: 0.9301 91/91 [==============================] - 0s 396us/step - loss: 0.2195 - accuracy: 0.9303 814/814 [==============================] - 0s 364us/step - loss: 0.2384 - accuracy: 0.9291 91/91 [==============================] - 0s 385us/step - loss: 0.2223 - accuracy: 0.9303 814/814 [==============================] - 0s 359us/step - loss: 0.2395 - accuracy: 0.9286 91/91 [==============================] - 0s 406us/step - loss: 0.2309 - accuracy: 0.9292 814/814 [==============================] - 0s 360us/step - loss: 0.2356 - accuracy: 0.9302 91/91 [==============================] - 0s 387us/step - loss: 0.2173 - accuracy: 0.9302
# evaluate accuracie model
print(resultDropoutVisibe)
print("Accuracie: %.2f%% (%.2f%%)" % (resultDropoutVisibe.mean()*100, resultDropoutVisibe.std()*100))
[0.93030971 0.93030971 0.93030971 0.92809737 0.93030971 0.93030971 0.93030971 0.93030971 0.92920351 0.93023258] Accuracie: 93.00% (0.07%)
resultDropoutVisibeScores = pd.DataFrame(resultDropoutVisibe, index = range(1, 11))
print(resultDropoutVisibeScores)
0 1 0.930310 2 0.930310 3 0.930310 4 0.928097 5 0.930310 6 0.930310 7 0.930310 8 0.930310 9 0.929204 10 0.930233
resultDropoutVisibeScores.mean()
0 0.92997 dtype: float64
def createModel():
# Initialising the ANN
ANNDropoutHiddenClassifier = Sequential()
# Adding the input layer and the first hidden layer
ANNDropoutHiddenClassifier.add(Dense(units = 10, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
# Adding the second hidden layer
ANNDropoutHiddenClassifier.add(Dropout(0.2))
ANNDropoutHiddenClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the output layer
ANNDropoutHiddenClassifier.add(Dropout(0.2))
ANNDropoutHiddenClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling the ANN
optimisateur = SGD(lr=0.1, momentum=0.9, decay=0.0, nesterov=False)
ANNDropoutHiddenClassifier.compile(optimizer = optimisateur, loss = 'binary_crossentropy', metrics = ['accuracy'])
return ANNDropoutHiddenClassifier
estimators = []
estimators.append(('mlp', KerasClassifier(build_fn=createModel, nb_epoch=100, batch_size=10)))
pipeline = Pipeline(estimators)
validationCroise = StratifiedKFold(n_splits=10, shuffle=True, random_state=7)
resultDropoutHidden = cross_val_score(pipeline, X_train, y_train, cv=validationCroise)
814/814 [==============================] - 0s 367us/step - loss: 0.2388 - accuracy: 0.9299 91/91 [==============================] - 0s 394us/step - loss: 0.1992 - accuracy: 0.9303 814/814 [==============================] - 0s 365us/step - loss: 0.2522 - accuracy: 0.9301 91/91 [==============================] - 0s 388us/step - loss: 0.2077 - accuracy: 0.9303 814/814 [==============================] - 0s 370us/step - loss: 0.2437 - accuracy: 0.9293 91/91 [==============================] - 0s 385us/step - loss: 0.2120 - accuracy: 0.9303 814/814 [==============================] - 0s 388us/step - loss: 0.2509 - accuracy: 0.9293 91/91 [==============================] - 0s 395us/step - loss: 0.2156 - accuracy: 0.9303 814/814 [==============================] - 0s 367us/step - loss: 0.2472 - accuracy: 0.9291 91/91 [==============================] - 0s 398us/step - loss: 0.2316 - accuracy: 0.9303 814/814 [==============================] - 0s 368us/step - loss: 0.2470 - accuracy: 0.9291 91/91 [==============================] - 0s 382us/step - loss: 0.2099 - accuracy: 0.9303 814/814 [==============================] - 0s 364us/step - loss: 0.2419 - accuracy: 0.9291 91/91 [==============================] - 0s 383us/step - loss: 0.2161 - accuracy: 0.9303 814/814 [==============================] - 0s 364us/step - loss: 0.2550 - accuracy: 0.9293 91/91 [==============================] - 0s 389us/step - loss: 0.2208 - accuracy: 0.9303 814/814 [==============================] - 0s 364us/step - loss: 0.2414 - accuracy: 0.9292 91/91 [==============================] - 0s 396us/step - loss: 0.2199 - accuracy: 0.9292 814/814 [==============================] - 0s 366us/step - loss: 0.2387 - accuracy: 0.9294 91/91 [==============================] - 0s 386us/step - loss: 0.2072 - accuracy: 0.9302
# evaluate accuracie model
print("Accuracie: %.2f%% (%.2f%%)" % (resultDropoutHidden.mean()*100, resultDropoutHidden.std()*100))
Accuracie: 93.02% (0.03%)
resultDropoutHiddenScores = pd.DataFrame(resultDropoutHidden, index = range(1, 11))
print(resultDropoutHiddenScores)
0 1 0.930310 2 0.930310 3 0.930310 4 0.930310 5 0.930310 6 0.930310 7 0.930310 8 0.930310 9 0.929204 10 0.930233
resultDropoutHiddenScores.mean()
0 0.930191 dtype: float64
Dropout Regularization to reduce overfitting if needed
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import GridSearchCV
def buildClassifier(optimizer):
ANNClassifier = Sequential()
ANNClassifier.add(Dense(units = 10, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
ANNClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
ANNClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
ANNClassifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])
return ANNClassifier
classifier = KerasClassifier(build_fn = buildClassifier)
parameters = {'batch_size': [25, 32],
'epochs': [100, 500],
'optimizer': ['adam', 'rmsprop']}
gridANNClassifier = GridSearchCV(estimator = classifier,
param_grid = parameters,
scoring = 'accuracy',
cv = 10)
gridANNClassifier = gridANNClassifier.fit(X_train, y_train)
Epoch 1/100 326/326 [==============================] - 0s 421us/step - loss: 0.4850 - accuracy: 0.9280 Epoch 2/100 326/326 [==============================] - 0s 389us/step - loss: 0.2128 - accuracy: 0.9307 Epoch 3/100 326/326 [==============================] - 0s 400us/step - loss: 0.2015 - accuracy: 0.9307 Epoch 4/100 326/326 [==============================] - 0s 440us/step - loss: 0.1988 - accuracy: 0.9307 Epoch 5/100 326/326 [==============================] - 0s 384us/step - loss: 0.1972 - accuracy: 0.9307 Epoch 6/100 326/326 [==============================] - 0s 440us/step - loss: 0.1962 - accuracy: 0.9307 Epoch 7/100 326/326 [==============================] - 0s 388us/step - loss: 0.1953 - accuracy: 0.9307 Epoch 8/100 326/326 [==============================] - 0s 405us/step - loss: 0.1947 - accuracy: 0.9307 Epoch 9/100 326/326 [==============================] - 0s 390us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 10/100 326/326 [==============================] - 0s 361us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 11/100 326/326 [==============================] - 0s 351us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 12/100 326/326 [==============================] - 0s 358us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 13/100 326/326 [==============================] - 0s 370us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 14/100 326/326 [==============================] - 0s 365us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 15/100 326/326 [==============================] - 0s 365us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 16/100 326/326 [==============================] - 0s 363us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 17/100 326/326 [==============================] - 0s 373us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 18/100 326/326 [==============================] - 0s 368us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 19/100 326/326 [==============================] - 0s 368us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 20/100 326/326 [==============================] - 0s 360us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 21/100 326/326 [==============================] - 0s 360us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 22/100 326/326 [==============================] - 0s 364us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 23/100 326/326 [==============================] - 0s 365us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 24/100 326/326 [==============================] - 0s 361us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 25/100 326/326 [==============================] - 0s 371us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 26/100 326/326 [==============================] - 0s 366us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 27/100 326/326 [==============================] - 0s 366us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 28/100 326/326 [==============================] - 0s 366us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 29/100 326/326 [==============================] - 0s 366us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 30/100 326/326 [==============================] - 0s 367us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 31/100 326/326 [==============================] - 0s 369us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 32/100 326/326 [==============================] - 0s 362us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 33/100 326/326 [==============================] - 0s 374us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 34/100 326/326 [==============================] - 0s 374us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 35/100 326/326 [==============================] - 0s 370us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 36/100 326/326 [==============================] - 0s 353us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 37/100 326/326 [==============================] - 0s 425us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 38/100 326/326 [==============================] - 0s 388us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 39/100 326/326 [==============================] - 0s 391us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 40/100 326/326 [==============================] - 0s 369us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 41/100 326/326 [==============================] - 0s 371us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 42/100 326/326 [==============================] - 0s 371us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 43/100 326/326 [==============================] - 0s 379us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 44/100 326/326 [==============================] - 0s 368us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 45/100 326/326 [==============================] - 0s 367us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 46/100 326/326 [==============================] - 0s 369us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 47/100 326/326 [==============================] - 0s 369us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 48/100 326/326 [==============================] - 0s 371us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 49/100 326/326 [==============================] - 0s 361us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 50/100 326/326 [==============================] - 0s 368us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 51/100 326/326 [==============================] - 0s 397us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 52/100 326/326 [==============================] - 0s 377us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 53/100 326/326 [==============================] - 0s 369us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 54/100 326/326 [==============================] - 0s 409us/step - loss: 0.1901 - accuracy: 0.9302 Epoch 55/100 326/326 [==============================] - 0s 362us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 56/100 326/326 [==============================] - 0s 364us/step - loss: 0.1900 - accuracy: 0.9298 Epoch 57/100 326/326 [==============================] - 0s 391us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 58/100 326/326 [==============================] - 0s 354us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 59/100 326/326 [==============================] - 0s 355us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 60/100 326/326 [==============================] - 0s 355us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 61/100 326/326 [==============================] - 0s 355us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 62/100 326/326 [==============================] - 0s 355us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 63/100 326/326 [==============================] - 0s 349us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 64/100 326/326 [==============================] - 0s 356us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 65/100 326/326 [==============================] - 0s 351us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 66/100 326/326 [==============================] - 0s 357us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 67/100 326/326 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 68/100 326/326 [==============================] - 0s 353us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 69/100 326/326 [==============================] - 0s 355us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 70/100 326/326 [==============================] - 0s 359us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 71/100 326/326 [==============================] - 0s 354us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 72/100 326/326 [==============================] - 0s 356us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 73/100 326/326 [==============================] - 0s 358us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 74/100 326/326 [==============================] - 0s 356us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 75/100 326/326 [==============================] - 0s 347us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 76/100 326/326 [==============================] - 0s 351us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 77/100 326/326 [==============================] - 0s 351us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 78/100 326/326 [==============================] - 0s 343us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 79/100 326/326 [==============================] - 0s 345us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 80/100 326/326 [==============================] - 0s 342us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 81/100 326/326 [==============================] - 0s 344us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 82/100 326/326 [==============================] - 0s 340us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 83/100 326/326 [==============================] - 0s 341us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 84/100 326/326 [==============================] - 0s 344us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 85/100 326/326 [==============================] - 0s 346us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 86/100 326/326 [==============================] - 0s 342us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 87/100 326/326 [==============================] - 0s 347us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 88/100 326/326 [==============================] - 0s 340us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 89/100 326/326 [==============================] - 0s 340us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 90/100 326/326 [==============================] - 0s 343us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 91/100 326/326 [==============================] - 0s 338us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 92/100 326/326 [==============================] - 0s 341us/step - loss: 0.1886 - accuracy: 0.9314 Epoch 93/100 326/326 [==============================] - 0s 344us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 94/100 326/326 [==============================] - 0s 403us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 95/100 326/326 [==============================] - 0s 351us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 96/100 326/326 [==============================] - 0s 350us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 97/100 326/326 [==============================] - 0s 345us/step - loss: 0.1883 - accuracy: 0.9319 Epoch 98/100 326/326 [==============================] - 0s 348us/step - loss: 0.1883 - accuracy: 0.9317 Epoch 99/100 326/326 [==============================] - 0s 342us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 100/100 326/326 [==============================] - 0s 350us/step - loss: 0.1882 - accuracy: 0.9314 29/29 [==============================] - 0s 330us/step Epoch 1/100 326/326 [==============================] - 0s 380us/step - loss: 0.3775 - accuracy: 0.9301 Epoch 2/100 326/326 [==============================] - 0s 339us/step - loss: 0.2049 - accuracy: 0.9301 Epoch 3/100 326/326 [==============================] - 0s 344us/step - loss: 0.2005 - accuracy: 0.9301 Epoch 4/100 326/326 [==============================] - 0s 343us/step - loss: 0.1986 - accuracy: 0.9301 Epoch 5/100 326/326 [==============================] - 0s 348us/step - loss: 0.1977 - accuracy: 0.9301 Epoch 6/100 326/326 [==============================] - 0s 341us/step - loss: 0.1972 - accuracy: 0.9301 Epoch 7/100 326/326 [==============================] - 0s 340us/step - loss: 0.1963 - accuracy: 0.9301 Epoch 8/100 326/326 [==============================] - 0s 337us/step - loss: 0.1963 - accuracy: 0.9301 Epoch 9/100 326/326 [==============================] - 0s 339us/step - loss: 0.1961 - accuracy: 0.9301 Epoch 10/100 326/326 [==============================] - 0s 342us/step - loss: 0.1957 - accuracy: 0.9301 Epoch 11/100 326/326 [==============================] - 0s 351us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 12/100 326/326 [==============================] - 0s 345us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 13/100 326/326 [==============================] - 0s 342us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 14/100 326/326 [==============================] - 0s 350us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 15/100 326/326 [==============================] - 0s 348us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 16/100 326/326 [==============================] - 0s 343us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 17/100 326/326 [==============================] - 0s 343us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 18/100 326/326 [==============================] - 0s 340us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 19/100 326/326 [==============================] - 0s 349us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 20/100 326/326 [==============================] - 0s 345us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 21/100 326/326 [==============================] - 0s 345us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 22/100 326/326 [==============================] - 0s 349us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 23/100 326/326 [==============================] - 0s 360us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 24/100 326/326 [==============================] - 0s 348us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 25/100 326/326 [==============================] - 0s 345us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 26/100 326/326 [==============================] - 0s 342us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 27/100 326/326 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 28/100 326/326 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 29/100 326/326 [==============================] - 0s 349us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 30/100 326/326 [==============================] - 0s 340us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 31/100 326/326 [==============================] - 0s 341us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 32/100 326/326 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 33/100 326/326 [==============================] - 0s 351us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 34/100 326/326 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 35/100 326/326 [==============================] - 0s 340us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 36/100 326/326 [==============================] - 0s 346us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 37/100 326/326 [==============================] - 0s 352us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 38/100 326/326 [==============================] - 0s 348us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 39/100 326/326 [==============================] - 0s 348us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 40/100 326/326 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 41/100 326/326 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 42/100 326/326 [==============================] - 0s 339us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 43/100 326/326 [==============================] - 0s 344us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 44/100 326/326 [==============================] - 0s 342us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 45/100 326/326 [==============================] - 0s 344us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 46/100 326/326 [==============================] - 0s 339us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 47/100 326/326 [==============================] - 0s 339us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 48/100 326/326 [==============================] - 0s 342us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 49/100 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 50/100 326/326 [==============================] - 0s 350us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 51/100 326/326 [==============================] - 0s 343us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 52/100 326/326 [==============================] - 0s 345us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 53/100 326/326 [==============================] - 0s 348us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 54/100 326/326 [==============================] - 0s 340us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 55/100 326/326 [==============================] - 0s 343us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 56/100 326/326 [==============================] - 0s 345us/step - loss: 0.1915 - accuracy: 0.9299 Epoch 57/100 326/326 [==============================] - 0s 345us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 58/100 326/326 [==============================] - 0s 345us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 59/100 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 60/100 326/326 [==============================] - 0s 345us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 61/100 326/326 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 62/100 326/326 [==============================] - 0s 344us/step - loss: 0.1915 - accuracy: 0.9299 Epoch 63/100 326/326 [==============================] - 0s 342us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 64/100 326/326 [==============================] - 0s 348us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 65/100 326/326 [==============================] - 0s 339us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 66/100 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 67/100 326/326 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 68/100 326/326 [==============================] - 0s 351us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 69/100 326/326 [==============================] - 0s 349us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 70/100 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 71/100 326/326 [==============================] - 0s 363us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 72/100 326/326 [==============================] - 0s 375us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 73/100 326/326 [==============================] - 0s 371us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 74/100 326/326 [==============================] - 0s 374us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 75/100 326/326 [==============================] - 0s 348us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 76/100 326/326 [==============================] - 0s 342us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 77/100 326/326 [==============================] - 0s 348us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 78/100 326/326 [==============================] - 0s 343us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 79/100 326/326 [==============================] - 0s 344us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 80/100 326/326 [==============================] - 0s 355us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 81/100 326/326 [==============================] - 0s 346us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 82/100 326/326 [==============================] - 0s 342us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 83/100 326/326 [==============================] - 0s 342us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 84/100 326/326 [==============================] - 0s 340us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 85/100 326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 86/100 326/326 [==============================] - 0s 339us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 87/100 326/326 [==============================] - 0s 347us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 88/100 326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 89/100 326/326 [==============================] - 0s 344us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 90/100 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 91/100 326/326 [==============================] - 0s 344us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 92/100 326/326 [==============================] - 0s 343us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 93/100 326/326 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 94/100 326/326 [==============================] - 0s 341us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 95/100 326/326 [==============================] - 0s 343us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 96/100 326/326 [==============================] - 0s 344us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 97/100 326/326 [==============================] - 0s 340us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 98/100 326/326 [==============================] - 0s 343us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 99/100 326/326 [==============================] - 0s 341us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 100/100 326/326 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9307 29/29 [==============================] - 0s 333us/step Epoch 1/100 326/326 [==============================] - 0s 381us/step - loss: 0.3913 - accuracy: 0.9308 Epoch 2/100 326/326 [==============================] - 0s 356us/step - loss: 0.2033 - accuracy: 0.9310 Epoch 3/100 326/326 [==============================] - 0s 349us/step - loss: 0.1988 - accuracy: 0.9310 Epoch 4/100 326/326 [==============================] - 0s 349us/step - loss: 0.1969 - accuracy: 0.9310 Epoch 5/100 326/326 [==============================] - 0s 356us/step - loss: 0.1961 - accuracy: 0.9310 Epoch 6/100 326/326 [==============================] - 0s 356us/step - loss: 0.1956 - accuracy: 0.9310 Epoch 7/100 326/326 [==============================] - 0s 471us/step - loss: 0.1955 - accuracy: 0.9310 Epoch 8/100 326/326 [==============================] - 0s 392us/step - loss: 0.1949 - accuracy: 0.9310 Epoch 9/100 326/326 [==============================] - 0s 349us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 10/100 326/326 [==============================] - 0s 350us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 11/100 326/326 [==============================] - 0s 347us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 12/100 326/326 [==============================] - 0s 347us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 13/100 326/326 [==============================] - 0s 349us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 14/100 326/326 [==============================] - 0s 347us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 15/100 326/326 [==============================] - 0s 350us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 16/100 326/326 [==============================] - 0s 349us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 17/100 326/326 [==============================] - 0s 342us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 18/100 326/326 [==============================] - 0s 346us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 19/100 326/326 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 20/100 326/326 [==============================] - 0s 346us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 21/100 326/326 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 22/100 326/326 [==============================] - 0s 345us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 23/100 326/326 [==============================] - 0s 347us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 24/100 326/326 [==============================] - 0s 344us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 25/100 326/326 [==============================] - 0s 348us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 26/100 326/326 [==============================] - 0s 342us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 27/100 326/326 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 28/100 326/326 [==============================] - 0s 339us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 29/100 326/326 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 30/100 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 31/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 32/100 326/326 [==============================] - 0s 345us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 33/100 326/326 [==============================] - 0s 345us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 34/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 35/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 36/100 326/326 [==============================] - 0s 342us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 37/100 326/326 [==============================] - 0s 341us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 38/100 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 39/100 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 40/100 326/326 [==============================] - 0s 348us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 41/100 326/326 [==============================] - 0s 343us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 42/100 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 43/100 326/326 [==============================] - 0s 340us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 44/100 326/326 [==============================] - 0s 344us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 45/100 326/326 [==============================] - 0s 340us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 46/100 326/326 [==============================] - 0s 341us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 47/100 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 48/100 326/326 [==============================] - 0s 347us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 49/100 326/326 [==============================] - 0s 343us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 50/100 326/326 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 51/100 326/326 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 52/100 326/326 [==============================] - 0s 341us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 53/100 326/326 [==============================] - 0s 343us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 54/100 326/326 [==============================] - 0s 345us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 55/100 326/326 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 56/100 326/326 [==============================] - 0s 342us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 57/100 326/326 [==============================] - 0s 342us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 58/100 326/326 [==============================] - 0s 341us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 59/100 326/326 [==============================] - 0s 341us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 60/100 326/326 [==============================] - 0s 340us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 61/100 326/326 [==============================] - 0s 340us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 62/100 326/326 [==============================] - 0s 344us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 63/100 326/326 [==============================] - 0s 339us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 64/100 326/326 [==============================] - 0s 341us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 65/100 326/326 [==============================] - 0s 344us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 66/100 326/326 [==============================] - 0s 350us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 67/100 326/326 [==============================] - 0s 345us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 68/100 326/326 [==============================] - 0s 344us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 69/100 326/326 [==============================] - 0s 343us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 70/100 326/326 [==============================] - 0s 340us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 71/100 326/326 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 72/100 326/326 [==============================] - 0s 347us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 73/100 326/326 [==============================] - 0s 343us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 74/100 326/326 [==============================] - 0s 343us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 75/100 326/326 [==============================] - 0s 339us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 76/100 326/326 [==============================] - 0s 342us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 77/100 326/326 [==============================] - 0s 338us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 78/100 326/326 [==============================] - 0s 346us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 79/100 326/326 [==============================] - 0s 339us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 80/100 326/326 [==============================] - 0s 345us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 81/100 326/326 [==============================] - 0s 340us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 82/100 326/326 [==============================] - 0s 343us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 83/100 326/326 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 84/100 326/326 [==============================] - 0s 344us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 85/100 326/326 [==============================] - 0s 343us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 86/100 326/326 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 87/100 326/326 [==============================] - 0s 340us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 88/100 326/326 [==============================] - 0s 344us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 89/100 326/326 [==============================] - 0s 347us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 90/100 326/326 [==============================] - 0s 343us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 91/100 326/326 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 92/100 326/326 [==============================] - 0s 350us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 93/100 326/326 [==============================] - 0s 343us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 94/100 326/326 [==============================] - 0s 345us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 95/100 326/326 [==============================] - 0s 341us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 96/100 326/326 [==============================] - 0s 342us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 97/100 326/326 [==============================] - 0s 340us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 98/100 326/326 [==============================] - 0s 345us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 99/100 326/326 [==============================] - 0s 342us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 100/100 326/326 [==============================] - 0s 341us/step - loss: 0.1901 - accuracy: 0.9308 29/29 [==============================] - 0s 338us/step Epoch 1/100 326/326 [==============================] - 0s 376us/step - loss: 0.4139 - accuracy: 0.9286 Epoch 2/100 326/326 [==============================] - 0s 348us/step - loss: 0.2084 - accuracy: 0.9291 Epoch 3/100 326/326 [==============================] - 0s 342us/step - loss: 0.2032 - accuracy: 0.9291 Epoch 4/100 326/326 [==============================] - 0s 346us/step - loss: 0.2014 - accuracy: 0.9291 Epoch 5/100 326/326 [==============================] - 0s 343us/step - loss: 0.2000 - accuracy: 0.9291 Epoch 6/100 326/326 [==============================] - 0s 344us/step - loss: 0.1991 - accuracy: 0.9291 Epoch 7/100 326/326 [==============================] - 0s 349us/step - loss: 0.1986 - accuracy: 0.9291 Epoch 8/100 326/326 [==============================] - 0s 379us/step - loss: 0.1979 - accuracy: 0.9291 Epoch 9/100 326/326 [==============================] - 0s 454us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 10/100 326/326 [==============================] - 0s 481us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 11/100 326/326 [==============================] - 0s 348us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 12/100 326/326 [==============================] - 0s 350us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 13/100 326/326 [==============================] - 0s 348us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 14/100 326/326 [==============================] - 0s 349us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 15/100 326/326 [==============================] - 0s 349us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 16/100 326/326 [==============================] - 0s 349us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 17/100 326/326 [==============================] - 0s 343us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 18/100 326/326 [==============================] - 0s 339us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 19/100 326/326 [==============================] - 0s 347us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 20/100 326/326 [==============================] - 0s 341us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 21/100 326/326 [==============================] - 0s 342us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 22/100 326/326 [==============================] - 0s 339us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 23/100 326/326 [==============================] - 0s 348us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 24/100 326/326 [==============================] - 0s 339us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 25/100 326/326 [==============================] - 0s 343us/step - loss: 0.1946 - accuracy: 0.9291 Epoch 26/100 326/326 [==============================] - 0s 339us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 27/100 326/326 [==============================] - 0s 346us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 28/100 326/326 [==============================] - 0s 340us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 29/100 326/326 [==============================] - 0s 336us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 30/100 326/326 [==============================] - 0s 342us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 31/100 326/326 [==============================] - 0s 346us/step - loss: 0.1941 - accuracy: 0.9289 Epoch 32/100 326/326 [==============================] - 0s 344us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 33/100 326/326 [==============================] - 0s 344us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 34/100 326/326 [==============================] - 0s 340us/step - loss: 0.1940 - accuracy: 0.9289 Epoch 35/100 326/326 [==============================] - 0s 343us/step - loss: 0.1937 - accuracy: 0.9288 Epoch 36/100 326/326 [==============================] - 0s 340us/step - loss: 0.1937 - accuracy: 0.9286 Epoch 37/100 326/326 [==============================] - 0s 342us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 38/100 326/326 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 39/100 326/326 [==============================] - 0s 347us/step - loss: 0.1936 - accuracy: 0.9293 Epoch 40/100 326/326 [==============================] - 0s 349us/step - loss: 0.1934 - accuracy: 0.9294 Epoch 41/100 326/326 [==============================] - 0s 345us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 42/100 326/326 [==============================] - 0s 348us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 43/100 326/326 [==============================] - 0s 345us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 44/100 326/326 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 45/100 326/326 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 46/100 326/326 [==============================] - 0s 338us/step - loss: 0.1931 - accuracy: 0.9292 Epoch 47/100 326/326 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 48/100 326/326 [==============================] - 0s 342us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 49/100 326/326 [==============================] - 0s 345us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 50/100 326/326 [==============================] - 0s 344us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 51/100 326/326 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 52/100 326/326 [==============================] - 0s 340us/step - loss: 0.1922 - accuracy: 0.9299 Epoch 53/100 326/326 [==============================] - 0s 344us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 54/100 326/326 [==============================] - 0s 346us/step - loss: 0.1925 - accuracy: 0.9292 Epoch 55/100 326/326 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9291 Epoch 56/100 326/326 [==============================] - 0s 343us/step - loss: 0.1926 - accuracy: 0.9298 Epoch 57/100 326/326 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9297 Epoch 58/100 326/326 [==============================] - 0s 345us/step - loss: 0.1923 - accuracy: 0.9293 Epoch 59/100 326/326 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9291 Epoch 60/100 326/326 [==============================] - 0s 342us/step - loss: 0.1923 - accuracy: 0.9299 Epoch 61/100 326/326 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9292 Epoch 62/100 326/326 [==============================] - 0s 339us/step - loss: 0.1920 - accuracy: 0.9298 Epoch 63/100 326/326 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9291 Epoch 64/100 326/326 [==============================] - 0s 346us/step - loss: 0.1919 - accuracy: 0.9291 Epoch 65/100 326/326 [==============================] - 0s 346us/step - loss: 0.1921 - accuracy: 0.9287 Epoch 66/100 326/326 [==============================] - 0s 346us/step - loss: 0.1917 - accuracy: 0.9293 Epoch 67/100 326/326 [==============================] - 0s 346us/step - loss: 0.1920 - accuracy: 0.9293 Epoch 68/100 326/326 [==============================] - 0s 347us/step - loss: 0.1917 - accuracy: 0.9291 Epoch 69/100 326/326 [==============================] - 0s 340us/step - loss: 0.1919 - accuracy: 0.9288 Epoch 70/100 326/326 [==============================] - 0s 349us/step - loss: 0.1920 - accuracy: 0.9292 Epoch 71/100 326/326 [==============================] - 0s 341us/step - loss: 0.1918 - accuracy: 0.9297 Epoch 72/100 326/326 [==============================] - 0s 339us/step - loss: 0.1917 - accuracy: 0.9294 Epoch 73/100 326/326 [==============================] - 0s 341us/step - loss: 0.1917 - accuracy: 0.9293 Epoch 74/100 326/326 [==============================] - 0s 342us/step - loss: 0.1916 - accuracy: 0.9288 Epoch 75/100 326/326 [==============================] - 0s 353us/step - loss: 0.1914 - accuracy: 0.9291 Epoch 76/100 326/326 [==============================] - 0s 347us/step - loss: 0.1916 - accuracy: 0.9293 Epoch 77/100 326/326 [==============================] - 0s 348us/step - loss: 0.1913 - accuracy: 0.9292 Epoch 78/100 326/326 [==============================] - 0s 350us/step - loss: 0.1914 - accuracy: 0.9292 Epoch 79/100 326/326 [==============================] - 0s 360us/step - loss: 0.1916 - accuracy: 0.9292 Epoch 80/100 326/326 [==============================] - 0s 356us/step - loss: 0.1914 - accuracy: 0.9291 Epoch 81/100 326/326 [==============================] - 0s 354us/step - loss: 0.1913 - accuracy: 0.9286 Epoch 82/100 326/326 [==============================] - 0s 351us/step - loss: 0.1917 - accuracy: 0.9289 Epoch 83/100 326/326 [==============================] - 0s 347us/step - loss: 0.1912 - accuracy: 0.9297 Epoch 84/100 326/326 [==============================] - 0s 347us/step - loss: 0.1913 - accuracy: 0.9289 Epoch 85/100 326/326 [==============================] - 0s 342us/step - loss: 0.1912 - accuracy: 0.9296 Epoch 86/100 326/326 [==============================] - 0s 344us/step - loss: 0.1913 - accuracy: 0.9292 Epoch 87/100 326/326 [==============================] - 0s 342us/step - loss: 0.1910 - accuracy: 0.9291 Epoch 88/100 326/326 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9291 Epoch 89/100 326/326 [==============================] - 0s 342us/step - loss: 0.1912 - accuracy: 0.9283 Epoch 90/100 326/326 [==============================] - 0s 342us/step - loss: 0.1910 - accuracy: 0.9286 Epoch 91/100 326/326 [==============================] - 0s 342us/step - loss: 0.1912 - accuracy: 0.9288 Epoch 92/100 326/326 [==============================] - 0s 349us/step - loss: 0.1910 - accuracy: 0.9288 Epoch 93/100 326/326 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9296 Epoch 94/100 326/326 [==============================] - 0s 346us/step - loss: 0.1909 - accuracy: 0.9292 Epoch 95/100 326/326 [==============================] - 0s 351us/step - loss: 0.1911 - accuracy: 0.9291 Epoch 96/100 326/326 [==============================] - 0s 341us/step - loss: 0.1908 - accuracy: 0.9294 Epoch 97/100 326/326 [==============================] - 0s 349us/step - loss: 0.1910 - accuracy: 0.9294 Epoch 98/100 326/326 [==============================] - 0s 347us/step - loss: 0.1912 - accuracy: 0.9287 Epoch 99/100 326/326 [==============================] - 0s 345us/step - loss: 0.1909 - accuracy: 0.9288 Epoch 100/100 326/326 [==============================] - 0s 346us/step - loss: 0.1906 - accuracy: 0.9293 29/29 [==============================] - 0s 307us/step Epoch 1/100 326/326 [==============================] - 0s 371us/step - loss: 0.4139 - accuracy: 0.9299 Epoch 2/100 326/326 [==============================] - 0s 344us/step - loss: 0.2050 - accuracy: 0.9307 Epoch 3/100 326/326 [==============================] - 0s 346us/step - loss: 0.2002 - accuracy: 0.9307 Epoch 4/100 326/326 [==============================] - 0s 341us/step - loss: 0.1983 - accuracy: 0.9307 Epoch 5/100 326/326 [==============================] - 0s 340us/step - loss: 0.1970 - accuracy: 0.9307 Epoch 6/100 326/326 [==============================] - 0s 336us/step - loss: 0.1967 - accuracy: 0.9307 Epoch 7/100 326/326 [==============================] - 0s 346us/step - loss: 0.1960 - accuracy: 0.9307 Epoch 8/100 326/326 [==============================] - 0s 341us/step - loss: 0.1956 - accuracy: 0.9307 Epoch 9/100 326/326 [==============================] - 0s 346us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 10/100 326/326 [==============================] - 0s 338us/step - loss: 0.1950 - accuracy: 0.9307 Epoch 11/100 326/326 [==============================] - 0s 340us/step - loss: 0.1949 - accuracy: 0.9307 Epoch 12/100 326/326 [==============================] - 0s 341us/step - loss: 0.1947 - accuracy: 0.9307 Epoch 13/100 326/326 [==============================] - 0s 343us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 14/100 326/326 [==============================] - 0s 340us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 15/100 326/326 [==============================] - 0s 346us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 16/100 326/326 [==============================] - 0s 340us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 17/100 326/326 [==============================] - 0s 338us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 18/100 326/326 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 19/100 326/326 [==============================] - 0s 345us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 20/100 326/326 [==============================] - 0s 340us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 21/100 326/326 [==============================] - 0s 346us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 22/100 326/326 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 23/100 326/326 [==============================] - 0s 381us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 24/100 326/326 [==============================] - 0s 345us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 25/100 326/326 [==============================] - 0s 348us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 26/100 326/326 [==============================] - 0s 353us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 27/100 326/326 [==============================] - 0s 346us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 28/100 326/326 [==============================] - 0s 351us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 29/100 326/326 [==============================] - 0s 345us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 30/100 326/326 [==============================] - 0s 348us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 31/100 326/326 [==============================] - 0s 347us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 32/100 326/326 [==============================] - 0s 343us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 33/100 326/326 [==============================] - 0s 339us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 34/100 326/326 [==============================] - 0s 338us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 35/100 326/326 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 36/100 326/326 [==============================] - 0s 341us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 37/100 326/326 [==============================] - 0s 350us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 38/100 326/326 [==============================] - 0s 347us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 39/100 326/326 [==============================] - 0s 393us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 40/100 326/326 [==============================] - 0s 345us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 41/100 326/326 [==============================] - 0s 341us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 42/100 326/326 [==============================] - 0s 342us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 43/100 326/326 [==============================] - 0s 347us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 44/100 326/326 [==============================] - 0s 349us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 45/100 326/326 [==============================] - 0s 347us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 46/100 326/326 [==============================] - 0s 379us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 47/100 326/326 [==============================] - 0s 376us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 48/100 326/326 [==============================] - 0s 376us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 49/100 326/326 [==============================] - 0s 357us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 50/100 326/326 [==============================] - 0s 346us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 51/100 326/326 [==============================] - 0s 349us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 52/100 326/326 [==============================] - 0s 344us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 53/100 326/326 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 54/100 326/326 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 55/100 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 56/100 326/326 [==============================] - 0s 346us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 57/100 326/326 [==============================] - 0s 346us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 58/100 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 59/100 326/326 [==============================] - 0s 342us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 60/100 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 61/100 326/326 [==============================] - 0s 344us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 62/100 326/326 [==============================] - 0s 344us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 63/100 326/326 [==============================] - 0s 349us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 64/100 326/326 [==============================] - 0s 349us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 65/100 326/326 [==============================] - 0s 421us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 66/100 326/326 [==============================] - 0s 350us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 67/100 326/326 [==============================] - 0s 350us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 68/100 326/326 [==============================] - 0s 346us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 69/100 326/326 [==============================] - 0s 352us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 70/100 326/326 [==============================] - 0s 350us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 71/100 326/326 [==============================] - 0s 349us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 72/100 326/326 [==============================] - 0s 348us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 73/100 326/326 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 74/100 326/326 [==============================] - 0s 339us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 75/100 326/326 [==============================] - 0s 339us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 76/100 326/326 [==============================] - 0s 347us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 77/100 326/326 [==============================] - 0s 344us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 78/100 326/326 [==============================] - 0s 346us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 79/100 326/326 [==============================] - 0s 340us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 80/100 326/326 [==============================] - 0s 342us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 81/100 326/326 [==============================] - 0s 343us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 82/100 326/326 [==============================] - 0s 338us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 83/100 326/326 [==============================] - 0s 342us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 84/100 326/326 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 85/100 326/326 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 86/100 326/326 [==============================] - 0s 344us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 87/100 326/326 [==============================] - 0s 339us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 88/100 326/326 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 89/100 326/326 [==============================] - 0s 344us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 90/100 326/326 [==============================] - 0s 345us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 91/100 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 92/100 326/326 [==============================] - 0s 343us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 93/100 326/326 [==============================] - 0s 349us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 94/100 326/326 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 95/100 326/326 [==============================] - 0s 346us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 96/100 326/326 [==============================] - 0s 341us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 97/100 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 98/100 326/326 [==============================] - 0s 339us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 99/100 326/326 [==============================] - 0s 338us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 100/100 326/326 [==============================] - 0s 343us/step - loss: 0.1901 - accuracy: 0.9309 29/29 [==============================] - 0s 331us/step Epoch 1/100 326/326 [==============================] - 0s 371us/step - loss: 0.4096 - accuracy: 0.9281 Epoch 2/100 326/326 [==============================] - 0s 337us/step - loss: 0.2050 - accuracy: 0.9305 Epoch 3/100 326/326 [==============================] - 0s 342us/step - loss: 0.1995 - accuracy: 0.9305 Epoch 4/100 326/326 [==============================] - 0s 346us/step - loss: 0.1975 - accuracy: 0.9305 Epoch 5/100 326/326 [==============================] - 0s 342us/step - loss: 0.1962 - accuracy: 0.9305 Epoch 6/100 326/326 [==============================] - 0s 336us/step - loss: 0.1954 - accuracy: 0.9305 Epoch 7/100 326/326 [==============================] - 0s 343us/step - loss: 0.1948 - accuracy: 0.9305 Epoch 8/100 326/326 [==============================] - 0s 346us/step - loss: 0.1945 - accuracy: 0.9305 Epoch 9/100 326/326 [==============================] - 0s 339us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 10/100 326/326 [==============================] - 0s 339us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 11/100 326/326 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 12/100 326/326 [==============================] - 0s 350us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 13/100 326/326 [==============================] - 0s 341us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 14/100 326/326 [==============================] - 0s 338us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 15/100 326/326 [==============================] - 0s 343us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 16/100 326/326 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 17/100 326/326 [==============================] - 0s 339us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 18/100 326/326 [==============================] - 0s 338us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 19/100 326/326 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 20/100 326/326 [==============================] - 0s 340us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 21/100 326/326 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 22/100 326/326 [==============================] - 0s 342us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 23/100 326/326 [==============================] - 0s 343us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 24/100 326/326 [==============================] - 0s 345us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 25/100 326/326 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 26/100 326/326 [==============================] - 0s 347us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 27/100 326/326 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 28/100 326/326 [==============================] - 0s 341us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 29/100 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 30/100 326/326 [==============================] - 0s 340us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 31/100 326/326 [==============================] - 0s 338us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 32/100 326/326 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 33/100 326/326 [==============================] - 0s 337us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 34/100 326/326 [==============================] - 0s 340us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 35/100 326/326 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 36/100 326/326 [==============================] - 0s 342us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 37/100 326/326 [==============================] - 0s 344us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 38/100 326/326 [==============================] - 0s 345us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 39/100 326/326 [==============================] - 0s 339us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 40/100 326/326 [==============================] - 0s 349us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 41/100 326/326 [==============================] - 0s 347us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 42/100 326/326 [==============================] - 0s 340us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 43/100 326/326 [==============================] - 0s 339us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 44/100 326/326 [==============================] - 0s 347us/step - loss: 0.1900 - accuracy: 0.9319 Epoch 45/100 326/326 [==============================] - 0s 348us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 46/100 326/326 [==============================] - 0s 346us/step - loss: 0.1896 - accuracy: 0.9319 Epoch 47/100 326/326 [==============================] - 0s 345us/step - loss: 0.1900 - accuracy: 0.9320 Epoch 48/100 326/326 [==============================] - 0s 338us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 49/100 326/326 [==============================] - 0s 337us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 50/100 326/326 [==============================] - 0s 345us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 51/100 326/326 [==============================] - 0s 341us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 52/100 326/326 [==============================] - 0s 341us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 53/100 326/326 [==============================] - 0s 339us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 54/100 326/326 [==============================] - 0s 347us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 55/100 326/326 [==============================] - 0s 347us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 56/100 326/326 [==============================] - 0s 348us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 57/100 326/326 [==============================] - 0s 347us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 58/100 326/326 [==============================] - 0s 339us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 59/100 326/326 [==============================] - 0s 346us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 60/100 326/326 [==============================] - 0s 338us/step - loss: 0.1890 - accuracy: 0.9326 Epoch 61/100 326/326 [==============================] - 0s 345us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 62/100 326/326 [==============================] - 0s 341us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 63/100 326/326 [==============================] - 0s 347us/step - loss: 0.1887 - accuracy: 0.9318 Epoch 64/100 326/326 [==============================] - 0s 338us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 65/100 326/326 [==============================] - 0s 339us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 66/100 326/326 [==============================] - 0s 339us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 67/100 326/326 [==============================] - 0s 347us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 68/100 326/326 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 69/100 326/326 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 70/100 326/326 [==============================] - 0s 369us/step - loss: 0.1885 - accuracy: 0.9320 Epoch 71/100 326/326 [==============================] - 0s 360us/step - loss: 0.1884 - accuracy: 0.9315 Epoch 72/100 326/326 [==============================] - 0s 344us/step - loss: 0.1882 - accuracy: 0.9317 Epoch 73/100 326/326 [==============================] - 0s 348us/step - loss: 0.1885 - accuracy: 0.9320 Epoch 74/100 326/326 [==============================] - 0s 348us/step - loss: 0.1883 - accuracy: 0.9315 Epoch 75/100 326/326 [==============================] - 0s 342us/step - loss: 0.1882 - accuracy: 0.9314 Epoch 76/100 326/326 [==============================] - 0s 346us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 77/100 326/326 [==============================] - 0s 343us/step - loss: 0.1882 - accuracy: 0.9320 Epoch 78/100 326/326 [==============================] - 0s 343us/step - loss: 0.1881 - accuracy: 0.9318 Epoch 79/100 326/326 [==============================] - 0s 342us/step - loss: 0.1880 - accuracy: 0.9321 Epoch 80/100 326/326 [==============================] - 0s 336us/step - loss: 0.1880 - accuracy: 0.9309 Epoch 81/100 326/326 [==============================] - 0s 339us/step - loss: 0.1881 - accuracy: 0.9318 Epoch 82/100 326/326 [==============================] - 0s 348us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 83/100 326/326 [==============================] - 0s 351us/step - loss: 0.1880 - accuracy: 0.9310 Epoch 84/100 326/326 [==============================] - 0s 398us/step - loss: 0.1882 - accuracy: 0.9320 Epoch 85/100 326/326 [==============================] - 0s 374us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 86/100 326/326 [==============================] - 0s 377us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 87/100 326/326 [==============================] - 0s 389us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 88/100 326/326 [==============================] - 0s 354us/step - loss: 0.1880 - accuracy: 0.9313 Epoch 89/100 326/326 [==============================] - 0s 350us/step - loss: 0.1878 - accuracy: 0.9308 Epoch 90/100 326/326 [==============================] - 0s 341us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 91/100 326/326 [==============================] - 0s 347us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 92/100 326/326 [==============================] - 0s 341us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 93/100 326/326 [==============================] - 0s 338us/step - loss: 0.1877 - accuracy: 0.9318 Epoch 94/100 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 95/100 326/326 [==============================] - 0s 344us/step - loss: 0.1874 - accuracy: 0.9312 Epoch 96/100 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9315 Epoch 97/100 326/326 [==============================] - 0s 339us/step - loss: 0.1877 - accuracy: 0.9310 Epoch 98/100 326/326 [==============================] - 0s 348us/step - loss: 0.1877 - accuracy: 0.9320 Epoch 99/100 326/326 [==============================] - 0s 348us/step - loss: 0.1875 - accuracy: 0.9315 Epoch 100/100 326/326 [==============================] - 0s 347us/step - loss: 0.1876 - accuracy: 0.9317 29/29 [==============================] - 0s 311us/step Epoch 1/100 326/326 [==============================] - 0s 381us/step - loss: 0.4487 - accuracy: 0.9282 Epoch 2/100 326/326 [==============================] - 0s 347us/step - loss: 0.2117 - accuracy: 0.9301 Epoch 3/100 326/326 [==============================] - 0s 351us/step - loss: 0.2021 - accuracy: 0.9301 Epoch 4/100 326/326 [==============================] - 0s 347us/step - loss: 0.1988 - accuracy: 0.9301 Epoch 5/100 326/326 [==============================] - 0s 343us/step - loss: 0.1972 - accuracy: 0.9301 Epoch 6/100 326/326 [==============================] - 0s 345us/step - loss: 0.1962 - accuracy: 0.9301 Epoch 7/100 326/326 [==============================] - 0s 354us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 8/100 326/326 [==============================] - 0s 347us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 9/100 326/326 [==============================] - 0s 345us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 10/100 326/326 [==============================] - 0s 348us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 11/100 326/326 [==============================] - 0s 351us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 12/100 326/326 [==============================] - 0s 351us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 13/100 326/326 [==============================] - 0s 340us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 14/100 326/326 [==============================] - 0s 341us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 15/100 326/326 [==============================] - 0s 348us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 16/100 326/326 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 17/100 326/326 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 18/100 326/326 [==============================] - 0s 343us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 19/100 326/326 [==============================] - 0s 346us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 20/100 326/326 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 21/100 326/326 [==============================] - 0s 346us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 22/100 326/326 [==============================] - 0s 350us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 23/100 326/326 [==============================] - 0s 346us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 24/100 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 25/100 326/326 [==============================] - 0s 345us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 26/100 326/326 [==============================] - 0s 342us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 27/100 326/326 [==============================] - 0s 348us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 28/100 326/326 [==============================] - 0s 346us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 29/100 326/326 [==============================] - 0s 349us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 30/100 326/326 [==============================] - 0s 354us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 31/100 326/326 [==============================] - 0s 359us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 32/100 326/326 [==============================] - 0s 353us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 33/100 326/326 [==============================] - 0s 354us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 34/100 326/326 [==============================] - 0s 353us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 35/100 326/326 [==============================] - 0s 347us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 36/100 326/326 [==============================] - 0s 348us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 37/100 326/326 [==============================] - 0s 351us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 38/100 326/326 [==============================] - 0s 348us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 39/100 326/326 [==============================] - 0s 344us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 40/100 326/326 [==============================] - 0s 345us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 41/100 326/326 [==============================] - 0s 347us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 42/100 326/326 [==============================] - 0s 347us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 43/100 326/326 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 44/100 326/326 [==============================] - 0s 344us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 45/100 326/326 [==============================] - 0s 342us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 46/100 326/326 [==============================] - 0s 346us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 47/100 326/326 [==============================] - 0s 347us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 48/100 326/326 [==============================] - 0s 343us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 49/100 326/326 [==============================] - 0s 344us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 50/100 326/326 [==============================] - 0s 343us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 51/100 326/326 [==============================] - 0s 346us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 52/100 326/326 [==============================] - 0s 346us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 53/100 326/326 [==============================] - 0s 343us/step - loss: 0.1907 - accuracy: 0.9301 Epoch 54/100 326/326 [==============================] - 0s 346us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 55/100 326/326 [==============================] - 0s 340us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 56/100 326/326 [==============================] - 0s 398us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 57/100 326/326 [==============================] - 0s 349us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 58/100 326/326 [==============================] - 0s 350us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 59/100 326/326 [==============================] - 0s 346us/step - loss: 0.1907 - accuracy: 0.9298 Epoch 60/100 326/326 [==============================] - 0s 347us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 61/100 326/326 [==============================] - 0s 344us/step - loss: 0.1906 - accuracy: 0.9297 Epoch 62/100 326/326 [==============================] - 0s 341us/step - loss: 0.1907 - accuracy: 0.9298 Epoch 63/100 326/326 [==============================] - 0s 350us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 64/100 326/326 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9302 Epoch 65/100 326/326 [==============================] - 0s 342us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 66/100 326/326 [==============================] - 0s 344us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 67/100 326/326 [==============================] - 0s 342us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 68/100 326/326 [==============================] - 0s 342us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 69/100 326/326 [==============================] - 0s 342us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 70/100 326/326 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9299 Epoch 71/100 326/326 [==============================] - 0s 340us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 72/100 326/326 [==============================] - 0s 352us/step - loss: 0.1904 - accuracy: 0.9302 Epoch 73/100 326/326 [==============================] - 0s 349us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 74/100 326/326 [==============================] - 0s 348us/step - loss: 0.1902 - accuracy: 0.9301 Epoch 75/100 326/326 [==============================] - 0s 346us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 76/100 326/326 [==============================] - 0s 344us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 77/100 326/326 [==============================] - 0s 344us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 78/100 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 79/100 326/326 [==============================] - 0s 346us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 80/100 326/326 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 81/100 326/326 [==============================] - 0s 341us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 82/100 326/326 [==============================] - 0s 338us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 83/100 326/326 [==============================] - 0s 345us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 84/100 326/326 [==============================] - 0s 348us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 85/100 326/326 [==============================] - 0s 344us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 86/100 326/326 [==============================] - 0s 356us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 87/100 326/326 [==============================] - 0s 416us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 88/100 326/326 [==============================] - 0s 347us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 89/100 326/326 [==============================] - 0s 344us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 90/100 326/326 [==============================] - 0s 350us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 91/100 326/326 [==============================] - 0s 352us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 92/100 326/326 [==============================] - 0s 345us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 93/100 326/326 [==============================] - 0s 346us/step - loss: 0.1901 - accuracy: 0.9302 Epoch 94/100 326/326 [==============================] - 0s 349us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 95/100 326/326 [==============================] - 0s 351us/step - loss: 0.1901 - accuracy: 0.9302 Epoch 96/100 326/326 [==============================] - 0s 348us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 97/100 326/326 [==============================] - 0s 340us/step - loss: 0.1903 - accuracy: 0.9302 Epoch 98/100 326/326 [==============================] - 0s 347us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 99/100 326/326 [==============================] - 0s 339us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 100/100 326/326 [==============================] - 0s 345us/step - loss: 0.1901 - accuracy: 0.9305 29/29 [==============================] - 0s 346us/step Epoch 1/100 326/326 [==============================] - 0s 372us/step - loss: 0.4494 - accuracy: 0.9289 Epoch 2/100 326/326 [==============================] - 0s 348us/step - loss: 0.2091 - accuracy: 0.9308 Epoch 3/100 326/326 [==============================] - 0s 344us/step - loss: 0.2018 - accuracy: 0.9308 Epoch 4/100 326/326 [==============================] - 0s 344us/step - loss: 0.1989 - accuracy: 0.9308 Epoch 5/100 326/326 [==============================] - 0s 339us/step - loss: 0.1972 - accuracy: 0.9308 Epoch 6/100 326/326 [==============================] - 0s 341us/step - loss: 0.1964 - accuracy: 0.9308 Epoch 7/100 326/326 [==============================] - 0s 342us/step - loss: 0.1959 - accuracy: 0.9308 Epoch 8/100 326/326 [==============================] - 0s 340us/step - loss: 0.1953 - accuracy: 0.9308 Epoch 9/100 326/326 [==============================] - 0s 338us/step - loss: 0.1950 - accuracy: 0.9308 Epoch 10/100 326/326 [==============================] - 0s 342us/step - loss: 0.1950 - accuracy: 0.9308 Epoch 11/100 326/326 [==============================] - 0s 341us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 12/100 326/326 [==============================] - 0s 369us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 13/100 326/326 [==============================] - 0s 370us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 14/100 326/326 [==============================] - 0s 343us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 15/100 326/326 [==============================] - 0s 346us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 16/100 326/326 [==============================] - 0s 347us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 17/100 326/326 [==============================] - 0s 347us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 18/100 326/326 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 19/100 326/326 [==============================] - 0s 341us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 20/100 326/326 [==============================] - 0s 370us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 21/100 326/326 [==============================] - 0s 367us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 22/100 326/326 [==============================] - 0s 354us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 23/100 326/326 [==============================] - 0s 365us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 24/100 326/326 [==============================] - 0s 356us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 25/100 326/326 [==============================] - 0s 342us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 26/100 326/326 [==============================] - 0s 344us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 27/100 326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 28/100 326/326 [==============================] - 0s 343us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 29/100 326/326 [==============================] - 0s 343us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 30/100 326/326 [==============================] - 0s 353us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 31/100 326/326 [==============================] - 0s 353us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 32/100 326/326 [==============================] - 0s 344us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 33/100 326/326 [==============================] - 0s 343us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 34/100 326/326 [==============================] - 0s 348us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 35/100 326/326 [==============================] - 0s 343us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 36/100 326/326 [==============================] - 0s 347us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 37/100 326/326 [==============================] - 0s 339us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 38/100 326/326 [==============================] - 0s 343us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 39/100 326/326 [==============================] - 0s 337us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 40/100 326/326 [==============================] - 0s 339us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 41/100 326/326 [==============================] - 0s 340us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 42/100 326/326 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 43/100 326/326 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 44/100 326/326 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 45/100 326/326 [==============================] - 0s 339us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 46/100 326/326 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 47/100 326/326 [==============================] - 0s 338us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 48/100 326/326 [==============================] - 0s 344us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 49/100 326/326 [==============================] - 0s 338us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 50/100 326/326 [==============================] - 0s 339us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 51/100 326/326 [==============================] - 0s 339us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 52/100 326/326 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 53/100 326/326 [==============================] - 0s 346us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 54/100 326/326 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 55/100 326/326 [==============================] - 0s 343us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 56/100 326/326 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 57/100 326/326 [==============================] - 0s 418us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 58/100 326/326 [==============================] - 0s 348us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 59/100 326/326 [==============================] - 0s 347us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 60/100 326/326 [==============================] - 0s 351us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 61/100 326/326 [==============================] - 0s 349us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 62/100 326/326 [==============================] - 0s 349us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 63/100 326/326 [==============================] - 0s 350us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 64/100 326/326 [==============================] - 0s 345us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 65/100 326/326 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 66/100 326/326 [==============================] - 0s 343us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 67/100 326/326 [==============================] - 0s 348us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 68/100 326/326 [==============================] - 0s 339us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 69/100 326/326 [==============================] - 0s 344us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 70/100 326/326 [==============================] - 0s 341us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 71/100 326/326 [==============================] - 0s 341us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 72/100 326/326 [==============================] - 0s 347us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 73/100 326/326 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 74/100 326/326 [==============================] - 0s 349us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 75/100 326/326 [==============================] - 0s 342us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 76/100 326/326 [==============================] - 0s 338us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 77/100 326/326 [==============================] - 0s 341us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 78/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 79/100 326/326 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 80/100 326/326 [==============================] - 0s 340us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 81/100 326/326 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 82/100 326/326 [==============================] - 0s 341us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 83/100 326/326 [==============================] - 0s 344us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 84/100 326/326 [==============================] - 0s 337us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 85/100 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 86/100 326/326 [==============================] - 0s 338us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 87/100 326/326 [==============================] - 0s 393us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 88/100 326/326 [==============================] - 0s 346us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 89/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 90/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 91/100 326/326 [==============================] - 0s 347us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 92/100 326/326 [==============================] - 0s 341us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 93/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 94/100 326/326 [==============================] - 0s 340us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 95/100 326/326 [==============================] - 0s 346us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 96/100 326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 97/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 98/100 326/326 [==============================] - 0s 339us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 99/100 326/326 [==============================] - 0s 342us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 100/100 326/326 [==============================] - 0s 344us/step - loss: 0.1915 - accuracy: 0.9308 29/29 [==============================] - 0s 316us/step Epoch 1/100 326/326 [==============================] - 0s 375us/step - loss: 0.3779 - accuracy: 0.9296 Epoch 2/100 326/326 [==============================] - 0s 346us/step - loss: 0.2051 - accuracy: 0.9296 Epoch 3/100 326/326 [==============================] - 0s 341us/step - loss: 0.2011 - accuracy: 0.9296 Epoch 4/100 326/326 [==============================] - 0s 352us/step - loss: 0.1991 - accuracy: 0.9296 Epoch 5/100 326/326 [==============================] - 0s 345us/step - loss: 0.1980 - accuracy: 0.9296 Epoch 6/100 326/326 [==============================] - 0s 342us/step - loss: 0.1976 - accuracy: 0.9296 Epoch 7/100 326/326 [==============================] - 0s 343us/step - loss: 0.1969 - accuracy: 0.9296 Epoch 8/100 326/326 [==============================] - 0s 337us/step - loss: 0.1965 - accuracy: 0.9296 Epoch 9/100 326/326 [==============================] - 0s 343us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 10/100 326/326 [==============================] - 0s 341us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 11/100 326/326 [==============================] - 0s 340us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 12/100 326/326 [==============================] - 0s 338us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 13/100 326/326 [==============================] - 0s 343us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 14/100 326/326 [==============================] - 0s 343us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 15/100 326/326 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 16/100 326/326 [==============================] - 0s 343us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 17/100 326/326 [==============================] - 0s 340us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 18/100 326/326 [==============================] - 0s 340us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 19/100 326/326 [==============================] - 0s 340us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 20/100 326/326 [==============================] - 0s 344us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 21/100 326/326 [==============================] - 0s 339us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 22/100 326/326 [==============================] - 0s 347us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 23/100 326/326 [==============================] - 0s 343us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 24/100 326/326 [==============================] - 0s 343us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 25/100 326/326 [==============================] - 0s 341us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 26/100 326/326 [==============================] - 0s 345us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 27/100 326/326 [==============================] - 0s 342us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 28/100 326/326 [==============================] - 0s 342us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 29/100 326/326 [==============================] - 0s 348us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 30/100 326/326 [==============================] - 0s 348us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 31/100 326/326 [==============================] - 0s 349us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 32/100 326/326 [==============================] - 0s 338us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 33/100 326/326 [==============================] - 0s 342us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 34/100 326/326 [==============================] - 0s 339us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 35/100 326/326 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 36/100 326/326 [==============================] - 0s 344us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 37/100 326/326 [==============================] - 0s 349us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 38/100 326/326 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 39/100 326/326 [==============================] - 0s 343us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 40/100 326/326 [==============================] - 0s 347us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 41/100 326/326 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 42/100 326/326 [==============================] - 0s 349us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 43/100 326/326 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 44/100 326/326 [==============================] - 0s 345us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 45/100 326/326 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 46/100 326/326 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 47/100 326/326 [==============================] - 0s 346us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 48/100 326/326 [==============================] - 0s 343us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 49/100 326/326 [==============================] - 0s 345us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 50/100 326/326 [==============================] - 0s 353us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 51/100 326/326 [==============================] - 0s 347us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 52/100 326/326 [==============================] - 0s 349us/step - loss: 0.1935 - accuracy: 0.9291 Epoch 53/100 326/326 [==============================] - 0s 350us/step - loss: 0.1934 - accuracy: 0.9299 Epoch 54/100 326/326 [==============================] - 0s 347us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 55/100 326/326 [==============================] - 0s 342us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 56/100 326/326 [==============================] - 0s 349us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 57/100 326/326 [==============================] - 0s 345us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 58/100 326/326 [==============================] - 0s 343us/step - loss: 0.1934 - accuracy: 0.9299 Epoch 59/100 326/326 [==============================] - 0s 436us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 60/100 326/326 [==============================] - 0s 398us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 61/100 326/326 [==============================] - 0s 389us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 62/100 326/326 [==============================] - 0s 369us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 63/100 326/326 [==============================] - 0s 344us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 64/100 326/326 [==============================] - 0s 345us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 65/100 326/326 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 66/100 326/326 [==============================] - 0s 347us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 67/100 326/326 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 68/100 326/326 [==============================] - 0s 344us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 69/100 326/326 [==============================] - 0s 340us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 70/100 326/326 [==============================] - 0s 342us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 71/100 326/326 [==============================] - 0s 343us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 72/100 326/326 [==============================] - 0s 340us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 73/100 326/326 [==============================] - 0s 348us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 74/100 326/326 [==============================] - 0s 344us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 75/100 326/326 [==============================] - 0s 347us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 76/100 326/326 [==============================] - 0s 340us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 77/100 326/326 [==============================] - 0s 337us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 78/100 326/326 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 79/100 326/326 [==============================] - 0s 347us/step - loss: 0.1928 - accuracy: 0.9298 Epoch 80/100 326/326 [==============================] - 0s 339us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 81/100 326/326 [==============================] - 0s 344us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 82/100 326/326 [==============================] - 0s 340us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 83/100 326/326 [==============================] - 0s 344us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 84/100 326/326 [==============================] - 0s 343us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 85/100 326/326 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 86/100 326/326 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 87/100 326/326 [==============================] - 0s 340us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 88/100 326/326 [==============================] - 0s 340us/step - loss: 0.1928 - accuracy: 0.9299 Epoch 89/100 326/326 [==============================] - 0s 343us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 90/100 326/326 [==============================] - 0s 340us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 91/100 326/326 [==============================] - 0s 339us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 92/100 326/326 [==============================] - 0s 344us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 93/100 326/326 [==============================] - 0s 349us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 94/100 326/326 [==============================] - 0s 348us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 95/100 326/326 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 96/100 326/326 [==============================] - 0s 340us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 97/100 326/326 [==============================] - 0s 343us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 98/100 326/326 [==============================] - 0s 345us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 99/100 326/326 [==============================] - 0s 338us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 100/100 326/326 [==============================] - 0s 339us/step - loss: 0.1924 - accuracy: 0.9303 29/29 [==============================] - 0s 326us/step Epoch 1/100 326/326 [==============================] - 0s 370us/step - loss: 0.3987 - accuracy: 0.9291 Epoch 2/100 326/326 [==============================] - 0s 349us/step - loss: 0.2071 - accuracy: 0.9294 Epoch 3/100 326/326 [==============================] - 0s 344us/step - loss: 0.2025 - accuracy: 0.9294 Epoch 4/100 326/326 [==============================] - 0s 347us/step - loss: 0.2011 - accuracy: 0.9294 Epoch 5/100 326/326 [==============================] - 0s 344us/step - loss: 0.2000 - accuracy: 0.9294 Epoch 6/100 326/326 [==============================] - 0s 345us/step - loss: 0.1996 - accuracy: 0.9294 Epoch 7/100 326/326 [==============================] - 0s 348us/step - loss: 0.1990 - accuracy: 0.9294 Epoch 8/100 326/326 [==============================] - 0s 342us/step - loss: 0.1987 - accuracy: 0.9294 Epoch 9/100 326/326 [==============================] - 0s 345us/step - loss: 0.1985 - accuracy: 0.9294 Epoch 10/100 326/326 [==============================] - 0s 355us/step - loss: 0.1985 - accuracy: 0.9294 Epoch 11/100 326/326 [==============================] - 0s 347us/step - loss: 0.1982 - accuracy: 0.9294 Epoch 12/100 326/326 [==============================] - 0s 339us/step - loss: 0.1980 - accuracy: 0.9294 Epoch 13/100 326/326 [==============================] - 0s 347us/step - loss: 0.1978 - accuracy: 0.9294 Epoch 14/100 326/326 [==============================] - 0s 341us/step - loss: 0.1977 - accuracy: 0.9294 Epoch 15/100 326/326 [==============================] - 0s 344us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 16/100 326/326 [==============================] - 0s 403us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 17/100 326/326 [==============================] - 0s 349us/step - loss: 0.1974 - accuracy: 0.9294 Epoch 18/100 326/326 [==============================] - 0s 352us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 19/100 326/326 [==============================] - 0s 347us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 20/100 326/326 [==============================] - 0s 348us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 21/100 326/326 [==============================] - 0s 352us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 22/100 326/326 [==============================] - 0s 339us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 23/100 326/326 [==============================] - 0s 345us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 24/100 326/326 [==============================] - 0s 340us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 25/100 326/326 [==============================] - 0s 348us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 26/100 326/326 [==============================] - 0s 349us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 27/100 326/326 [==============================] - 0s 348us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 28/100 326/326 [==============================] - 0s 344us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 29/100 326/326 [==============================] - 0s 344us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 30/100 326/326 [==============================] - 0s 342us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 31/100 326/326 [==============================] - 0s 343us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 32/100 326/326 [==============================] - 0s 343us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 33/100 326/326 [==============================] - 0s 345us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 34/100 326/326 [==============================] - 0s 346us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 35/100 326/326 [==============================] - 0s 341us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 36/100 326/326 [==============================] - 0s 341us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 37/100 326/326 [==============================] - 0s 343us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 38/100 326/326 [==============================] - 0s 344us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 39/100 326/326 [==============================] - 0s 339us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 40/100 326/326 [==============================] - 0s 342us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 41/100 326/326 [==============================] - 0s 345us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 42/100 326/326 [==============================] - 0s 342us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 43/100 326/326 [==============================] - 0s 330us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 44/100 326/326 [==============================] - 0s 342us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 45/100 326/326 [==============================] - 0s 343us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 46/100 326/326 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 47/100 326/326 [==============================] - 0s 338us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 48/100 326/326 [==============================] - 0s 339us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 49/100 326/326 [==============================] - 0s 342us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 50/100 326/326 [==============================] - 0s 348us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 51/100 326/326 [==============================] - 0s 347us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 52/100 326/326 [==============================] - 0s 342us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 53/100 326/326 [==============================] - 0s 345us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 54/100 326/326 [==============================] - 0s 346us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 55/100 326/326 [==============================] - 0s 346us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 56/100 326/326 [==============================] - 0s 345us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 57/100 326/326 [==============================] - 0s 342us/step - loss: 0.1953 - accuracy: 0.9294 Epoch 58/100 326/326 [==============================] - 0s 342us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 59/100 326/326 [==============================] - 0s 341us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 60/100 326/326 [==============================] - 0s 350us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 61/100 326/326 [==============================] - 0s 349us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 62/100 326/326 [==============================] - 0s 347us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 63/100 326/326 [==============================] - 0s 342us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 64/100 326/326 [==============================] - 0s 347us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 65/100 326/326 [==============================] - 0s 345us/step - loss: 0.1945 - accuracy: 0.9294 Epoch 66/100 326/326 [==============================] - 0s 339us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 67/100 326/326 [==============================] - 0s 340us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 68/100 326/326 [==============================] - 0s 336us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 69/100 326/326 [==============================] - 0s 340us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 70/100 326/326 [==============================] - 0s 346us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 71/100 326/326 [==============================] - 0s 340us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 72/100 326/326 [==============================] - 0s 349us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 73/100 326/326 [==============================] - 0s 347us/step - loss: 0.1947 - accuracy: 0.9293 Epoch 74/100 326/326 [==============================] - 0s 338us/step - loss: 0.1946 - accuracy: 0.9293 Epoch 75/100 326/326 [==============================] - 0s 339us/step - loss: 0.1944 - accuracy: 0.9293 Epoch 76/100 326/326 [==============================] - 0s 342us/step - loss: 0.1946 - accuracy: 0.9298 Epoch 77/100 326/326 [==============================] - 0s 339us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 78/100 326/326 [==============================] - 0s 343us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 79/100 326/326 [==============================] - 0s 341us/step - loss: 0.1945 - accuracy: 0.9299 Epoch 80/100 326/326 [==============================] - 0s 412us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 81/100 326/326 [==============================] - 0s 347us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 82/100 326/326 [==============================] - 0s 353us/step - loss: 0.1945 - accuracy: 0.9302 Epoch 83/100 326/326 [==============================] - 0s 344us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 84/100 326/326 [==============================] - 0s 343us/step - loss: 0.1944 - accuracy: 0.9303 Epoch 85/100 326/326 [==============================] - 0s 346us/step - loss: 0.1945 - accuracy: 0.9306 Epoch 86/100 326/326 [==============================] - 0s 340us/step - loss: 0.1944 - accuracy: 0.9304 Epoch 87/100 326/326 [==============================] - 0s 340us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 88/100 326/326 [==============================] - 0s 341us/step - loss: 0.1943 - accuracy: 0.9303 Epoch 89/100 326/326 [==============================] - 0s 339us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 90/100 326/326 [==============================] - 0s 344us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 91/100 326/326 [==============================] - 0s 342us/step - loss: 0.1944 - accuracy: 0.9304 Epoch 92/100 326/326 [==============================] - 0s 348us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 93/100 326/326 [==============================] - 0s 344us/step - loss: 0.1941 - accuracy: 0.9303 Epoch 94/100 326/326 [==============================] - 0s 347us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 95/100 326/326 [==============================] - 0s 347us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 96/100 326/326 [==============================] - 0s 344us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 97/100 326/326 [==============================] - 0s 369us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 98/100 326/326 [==============================] - 0s 377us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 99/100 326/326 [==============================] - 0s 383us/step - loss: 0.1939 - accuracy: 0.9299 Epoch 100/100 326/326 [==============================] - 0s 384us/step - loss: 0.1941 - accuracy: 0.9297 29/29 [==============================] - 0s 327us/step Epoch 1/100 326/326 [==============================] - 0s 384us/step - loss: 0.4285 - accuracy: 0.9294 Epoch 2/100 326/326 [==============================] - 0s 358us/step - loss: 0.2070 - accuracy: 0.9307 Epoch 3/100 326/326 [==============================] - 0s 351us/step - loss: 0.2000 - accuracy: 0.9307 Epoch 4/100 326/326 [==============================] - 0s 351us/step - loss: 0.1972 - accuracy: 0.9307 Epoch 5/100 326/326 [==============================] - 0s 348us/step - loss: 0.1959 - accuracy: 0.9307 Epoch 6/100 326/326 [==============================] - 0s 350us/step - loss: 0.1951 - accuracy: 0.9307 Epoch 7/100 326/326 [==============================] - 0s 349us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 8/100 326/326 [==============================] - 0s 352us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 9/100 326/326 [==============================] - 0s 350us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 10/100 326/326 [==============================] - 0s 348us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 11/100 326/326 [==============================] - 0s 357us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 12/100 326/326 [==============================] - 0s 353us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 13/100 326/326 [==============================] - 0s 352us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 14/100 326/326 [==============================] - 0s 350us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 15/100 326/326 [==============================] - 0s 352us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 16/100 326/326 [==============================] - 0s 357us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 17/100 326/326 [==============================] - 0s 345us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 18/100 326/326 [==============================] - 0s 347us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 19/100 326/326 [==============================] - 0s 351us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 20/100 326/326 [==============================] - 0s 353us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 21/100 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 22/100 326/326 [==============================] - 0s 347us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 23/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 24/100 326/326 [==============================] - 0s 352us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 25/100 326/326 [==============================] - 0s 348us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 26/100 326/326 [==============================] - 0s 352us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 27/100 326/326 [==============================] - 0s 346us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 28/100 326/326 [==============================] - 0s 346us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 29/100 326/326 [==============================] - 0s 348us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 30/100 326/326 [==============================] - 0s 348us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 31/100 326/326 [==============================] - 0s 349us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 32/100 326/326 [==============================] - 0s 347us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 33/100 326/326 [==============================] - 0s 357us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 34/100 326/326 [==============================] - 0s 350us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 35/100 326/326 [==============================] - 0s 352us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 36/100 326/326 [==============================] - 0s 348us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 37/100 326/326 [==============================] - 0s 348us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 38/100 326/326 [==============================] - 0s 347us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 39/100 326/326 [==============================] - 0s 357us/step - loss: 0.1916 - accuracy: 0.9299 Epoch 40/100 326/326 [==============================] - 0s 353us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 41/100 326/326 [==============================] - 0s 350us/step - loss: 0.1914 - accuracy: 0.9299 Epoch 42/100 326/326 [==============================] - 0s 345us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 43/100 326/326 [==============================] - 0s 356us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 44/100 326/326 [==============================] - 0s 350us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 45/100 326/326 [==============================] - 0s 352us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 46/100 326/326 [==============================] - 0s 353us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 47/100 326/326 [==============================] - 0s 354us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 48/100 326/326 [==============================] - 0s 353us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 49/100 326/326 [==============================] - 0s 347us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 50/100 326/326 [==============================] - 0s 347us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 51/100 326/326 [==============================] - 0s 346us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 52/100 326/326 [==============================] - 0s 350us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 53/100 326/326 [==============================] - 0s 352us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 54/100 326/326 [==============================] - 0s 348us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 55/100 326/326 [==============================] - 0s 348us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 56/100 326/326 [==============================] - 0s 350us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 57/100 326/326 [==============================] - 0s 356us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 58/100 326/326 [==============================] - 0s 355us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 59/100 326/326 [==============================] - 0s 353us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 60/100 326/326 [==============================] - 0s 353us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 61/100 326/326 [==============================] - 0s 354us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 62/100 326/326 [==============================] - 0s 352us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 63/100 326/326 [==============================] - 0s 348us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 64/100 326/326 [==============================] - 0s 345us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 65/100 326/326 [==============================] - 0s 350us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 66/100 326/326 [==============================] - 0s 353us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 67/100 326/326 [==============================] - 0s 354us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 68/100 326/326 [==============================] - 0s 351us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 69/100 326/326 [==============================] - 0s 345us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 70/100 326/326 [==============================] - 0s 343us/step - loss: 0.1903 - accuracy: 0.9301 Epoch 71/100 326/326 [==============================] - 0s 354us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 72/100 326/326 [==============================] - 0s 349us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 73/100 326/326 [==============================] - 0s 347us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 74/100 326/326 [==============================] - 0s 348us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 75/100 326/326 [==============================] - 0s 359us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 76/100 326/326 [==============================] - 0s 355us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 77/100 326/326 [==============================] - 0s 351us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 78/100 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 79/100 326/326 [==============================] - 0s 349us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 80/100 326/326 [==============================] - 0s 356us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 81/100 326/326 [==============================] - 0s 354us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 82/100 326/326 [==============================] - 0s 353us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 83/100 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 84/100 326/326 [==============================] - 0s 356us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 85/100 326/326 [==============================] - 0s 353us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 86/100 326/326 [==============================] - 0s 402us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 87/100 326/326 [==============================] - 0s 354us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 88/100 326/326 [==============================] - 0s 352us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 89/100 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 90/100 326/326 [==============================] - 0s 350us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 91/100 326/326 [==============================] - 0s 353us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 92/100 326/326 [==============================] - 0s 349us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 93/100 326/326 [==============================] - 0s 348us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 94/100 326/326 [==============================] - 0s 356us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 95/100 326/326 [==============================] - 0s 357us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 96/100 326/326 [==============================] - 0s 354us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 97/100 326/326 [==============================] - 0s 347us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 98/100 326/326 [==============================] - 0s 352us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 99/100 326/326 [==============================] - 0s 348us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 100/100 326/326 [==============================] - 0s 344us/step - loss: 0.1903 - accuracy: 0.9307 29/29 [==============================] - 0s 324us/step Epoch 1/100 326/326 [==============================] - 0s 379us/step - loss: 0.4410 - accuracy: 0.9293 Epoch 2/100 326/326 [==============================] - 0s 350us/step - loss: 0.2095 - accuracy: 0.9301 Epoch 3/100 326/326 [==============================] - 0s 346us/step - loss: 0.2038 - accuracy: 0.9301 Epoch 4/100 326/326 [==============================] - 0s 345us/step - loss: 0.2013 - accuracy: 0.9301 Epoch 5/100 326/326 [==============================] - 0s 353us/step - loss: 0.1997 - accuracy: 0.9301 Epoch 6/100 326/326 [==============================] - 0s 350us/step - loss: 0.1986 - accuracy: 0.9301 Epoch 7/100 326/326 [==============================] - 0s 343us/step - loss: 0.1977 - accuracy: 0.9301 Epoch 8/100 326/326 [==============================] - 0s 347us/step - loss: 0.1970 - accuracy: 0.9301 Epoch 9/100 326/326 [==============================] - 0s 344us/step - loss: 0.1967 - accuracy: 0.9301 Epoch 10/100 326/326 [==============================] - 0s 346us/step - loss: 0.1963 - accuracy: 0.9301 Epoch 11/100 326/326 [==============================] - 0s 347us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 12/100 326/326 [==============================] - 0s 348us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 13/100 326/326 [==============================] - 0s 344us/step - loss: 0.1957 - accuracy: 0.9301 Epoch 14/100 326/326 [==============================] - 0s 347us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 15/100 326/326 [==============================] - 0s 352us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 16/100 326/326 [==============================] - 0s 351us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 17/100 326/326 [==============================] - 0s 356us/step - loss: 0.1952 - accuracy: 0.9301 Epoch 18/100 326/326 [==============================] - 0s 349us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 19/100 326/326 [==============================] - 0s 345us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 20/100 326/326 [==============================] - 0s 345us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 21/100 326/326 [==============================] - 0s 349us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 22/100 326/326 [==============================] - 0s 346us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 23/100 326/326 [==============================] - 0s 346us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 24/100 326/326 [==============================] - 0s 351us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 25/100 326/326 [==============================] - 0s 343us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 26/100 326/326 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 27/100 326/326 [==============================] - 0s 422us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 28/100 326/326 [==============================] - 0s 368us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 29/100 326/326 [==============================] - 0s 386us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 30/100 326/326 [==============================] - 0s 389us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 31/100 326/326 [==============================] - 0s 394us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 32/100 326/326 [==============================] - 0s 353us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 33/100 326/326 [==============================] - 0s 349us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 34/100 326/326 [==============================] - 0s 354us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 35/100 326/326 [==============================] - 0s 357us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 36/100 326/326 [==============================] - 0s 366us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 37/100 326/326 [==============================] - 0s 357us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 38/100 326/326 [==============================] - 0s 354us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 39/100 326/326 [==============================] - 0s 356us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 40/100 326/326 [==============================] - 0s 362us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 41/100 326/326 [==============================] - 0s 346us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 42/100 326/326 [==============================] - 0s 346us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 43/100 326/326 [==============================] - 0s 351us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 44/100 326/326 [==============================] - 0s 353us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 45/100 326/326 [==============================] - 0s 353us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 46/100 326/326 [==============================] - 0s 345us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 47/100 326/326 [==============================] - 0s 350us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 48/100 326/326 [==============================] - 0s 356us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 49/100 326/326 [==============================] - 0s 353us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 50/100 326/326 [==============================] - 0s 358us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 51/100 326/326 [==============================] - 0s 351us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 52/100 326/326 [==============================] - 0s 351us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 53/100 326/326 [==============================] - 0s 347us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 54/100 326/326 [==============================] - 0s 355us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 55/100 326/326 [==============================] - 0s 354us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 56/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 57/100 326/326 [==============================] - 0s 354us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 58/100 326/326 [==============================] - 0s 355us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 59/100 326/326 [==============================] - 0s 350us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 60/100 326/326 [==============================] - 0s 348us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 61/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 62/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 63/100 326/326 [==============================] - 0s 347us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 64/100 326/326 [==============================] - 0s 348us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 65/100 326/326 [==============================] - 0s 348us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 66/100 326/326 [==============================] - 0s 351us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 67/100 326/326 [==============================] - 0s 356us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 68/100 326/326 [==============================] - 0s 351us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 69/100 326/326 [==============================] - 0s 353us/step - loss: 0.1921 - accuracy: 0.9314 Epoch 70/100 326/326 [==============================] - 0s 349us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 71/100 326/326 [==============================] - 0s 353us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 72/100 326/326 [==============================] - 0s 353us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 73/100 326/326 [==============================] - 0s 346us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 74/100 326/326 [==============================] - 0s 347us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 75/100 326/326 [==============================] - 0s 347us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 76/100 326/326 [==============================] - 0s 347us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 77/100 326/326 [==============================] - 0s 346us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 78/100 326/326 [==============================] - 0s 351us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 79/100 326/326 [==============================] - 0s 357us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 80/100 326/326 [==============================] - 0s 349us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 81/100 326/326 [==============================] - 0s 350us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 82/100 326/326 [==============================] - 0s 343us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 83/100 326/326 [==============================] - 0s 353us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 84/100 326/326 [==============================] - 0s 350us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 85/100 326/326 [==============================] - 0s 348us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 86/100 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 87/100 326/326 [==============================] - 0s 348us/step - loss: 0.1918 - accuracy: 0.9302 Epoch 88/100 326/326 [==============================] - 0s 355us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 89/100 326/326 [==============================] - 0s 347us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 90/100 326/326 [==============================] - 0s 351us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 91/100 326/326 [==============================] - 0s 343us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 92/100 326/326 [==============================] - 0s 354us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 93/100 326/326 [==============================] - 0s 354us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 94/100 326/326 [==============================] - 0s 352us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 95/100 326/326 [==============================] - 0s 352us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 96/100 326/326 [==============================] - 0s 348us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 97/100 326/326 [==============================] - 0s 349us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 98/100 326/326 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 99/100 326/326 [==============================] - 0s 350us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 100/100 326/326 [==============================] - 0s 350us/step - loss: 0.1918 - accuracy: 0.9312 29/29 [==============================] - 0s 314us/step Epoch 1/100 326/326 [==============================] - 0s 382us/step - loss: 0.4131 - accuracy: 0.9303 Epoch 2/100 326/326 [==============================] - 0s 347us/step - loss: 0.2075 - accuracy: 0.9310 Epoch 3/100 326/326 [==============================] - 0s 347us/step - loss: 0.2008 - accuracy: 0.9310 Epoch 4/100 326/326 [==============================] - 0s 352us/step - loss: 0.1982 - accuracy: 0.9310 Epoch 5/100 326/326 [==============================] - 0s 353us/step - loss: 0.1971 - accuracy: 0.9310 Epoch 6/100 326/326 [==============================] - 0s 352us/step - loss: 0.1960 - accuracy: 0.9310 Epoch 7/100 326/326 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9310 Epoch 8/100 326/326 [==============================] - 0s 354us/step - loss: 0.1956 - accuracy: 0.9310 Epoch 9/100 326/326 [==============================] - 0s 358us/step - loss: 0.1953 - accuracy: 0.9310 Epoch 10/100 326/326 [==============================] - 0s 354us/step - loss: 0.1952 - accuracy: 0.9310 Epoch 11/100 326/326 [==============================] - 0s 355us/step - loss: 0.1950 - accuracy: 0.9310 Epoch 12/100 326/326 [==============================] - 0s 360us/step - loss: 0.1947 - accuracy: 0.9310 Epoch 13/100 326/326 [==============================] - 0s 355us/step - loss: 0.1948 - accuracy: 0.9310 Epoch 14/100 326/326 [==============================] - 0s 352us/step - loss: 0.1945 - accuracy: 0.9310 Epoch 15/100 326/326 [==============================] - 0s 356us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 16/100 326/326 [==============================] - 0s 347us/step - loss: 0.1942 - accuracy: 0.9310 Epoch 17/100 326/326 [==============================] - 0s 351us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 18/100 326/326 [==============================] - 0s 345us/step - loss: 0.1942 - accuracy: 0.9310 Epoch 19/100 326/326 [==============================] - 0s 348us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 20/100 326/326 [==============================] - 0s 353us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 21/100 326/326 [==============================] - 0s 354us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 22/100 326/326 [==============================] - 0s 352us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 23/100 326/326 [==============================] - 0s 351us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 24/100 326/326 [==============================] - 0s 355us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 25/100 326/326 [==============================] - 0s 355us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 26/100 326/326 [==============================] - 0s 357us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 27/100 326/326 [==============================] - 0s 354us/step - loss: 0.1935 - accuracy: 0.9314 Epoch 28/100 326/326 [==============================] - 0s 348us/step - loss: 0.1934 - accuracy: 0.9314 Epoch 29/100 326/326 [==============================] - 0s 350us/step - loss: 0.1932 - accuracy: 0.9317 Epoch 30/100 326/326 [==============================] - 0s 348us/step - loss: 0.1933 - accuracy: 0.9315 Epoch 31/100 326/326 [==============================] - 0s 352us/step - loss: 0.1930 - accuracy: 0.9319 Epoch 32/100 326/326 [==============================] - 0s 351us/step - loss: 0.1932 - accuracy: 0.9315 Epoch 33/100 326/326 [==============================] - 0s 356us/step - loss: 0.1930 - accuracy: 0.9319 Epoch 34/100 326/326 [==============================] - 0s 351us/step - loss: 0.1931 - accuracy: 0.9314 Epoch 35/100 326/326 [==============================] - 0s 358us/step - loss: 0.1932 - accuracy: 0.9319 Epoch 36/100 326/326 [==============================] - 0s 351us/step - loss: 0.1929 - accuracy: 0.9314 Epoch 37/100 326/326 [==============================] - 0s 354us/step - loss: 0.1930 - accuracy: 0.9318 Epoch 38/100 326/326 [==============================] - 0s 354us/step - loss: 0.1930 - accuracy: 0.9313 Epoch 39/100 326/326 [==============================] - 0s 354us/step - loss: 0.1930 - accuracy: 0.9317 Epoch 40/100 326/326 [==============================] - 0s 346us/step - loss: 0.1929 - accuracy: 0.9314 Epoch 41/100 326/326 [==============================] - 0s 353us/step - loss: 0.1930 - accuracy: 0.9318 Epoch 42/100 326/326 [==============================] - 0s 352us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 43/100 326/326 [==============================] - 0s 351us/step - loss: 0.1929 - accuracy: 0.9315 Epoch 44/100 326/326 [==============================] - 0s 354us/step - loss: 0.1929 - accuracy: 0.9314 Epoch 45/100 326/326 [==============================] - 0s 352us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 46/100 326/326 [==============================] - 0s 352us/step - loss: 0.1928 - accuracy: 0.9315 Epoch 47/100 326/326 [==============================] - 0s 353us/step - loss: 0.1927 - accuracy: 0.9320 Epoch 48/100 326/326 [==============================] - 0s 356us/step - loss: 0.1927 - accuracy: 0.9318 Epoch 49/100 326/326 [==============================] - 0s 355us/step - loss: 0.1928 - accuracy: 0.9317 Epoch 50/100 326/326 [==============================] - 0s 352us/step - loss: 0.1928 - accuracy: 0.9315 Epoch 51/100 326/326 [==============================] - 0s 353us/step - loss: 0.1926 - accuracy: 0.9319 Epoch 52/100 326/326 [==============================] - 0s 354us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 53/100 326/326 [==============================] - 0s 346us/step - loss: 0.1924 - accuracy: 0.9319 Epoch 54/100 326/326 [==============================] - 0s 346us/step - loss: 0.1927 - accuracy: 0.9317 Epoch 55/100 326/326 [==============================] - 0s 405us/step - loss: 0.1924 - accuracy: 0.9318 Epoch 56/100 326/326 [==============================] - 0s 355us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 57/100 326/326 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 58/100 326/326 [==============================] - 0s 357us/step - loss: 0.1928 - accuracy: 0.9313 Epoch 59/100 326/326 [==============================] - 0s 348us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 60/100 326/326 [==============================] - 0s 349us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 61/100 326/326 [==============================] - 0s 352us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 62/100 326/326 [==============================] - 0s 352us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 63/100 326/326 [==============================] - 0s 354us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 64/100 326/326 [==============================] - 0s 390us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 65/100 326/326 [==============================] - 0s 401us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 66/100 326/326 [==============================] - 0s 398us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 67/100 326/326 [==============================] - 0s 378us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 68/100 326/326 [==============================] - 0s 343us/step - loss: 0.1927 - accuracy: 0.9315 Epoch 69/100 326/326 [==============================] - 0s 347us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 70/100 326/326 [==============================] - 0s 349us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 71/100 326/326 [==============================] - 0s 420us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 72/100 326/326 [==============================] - 0s 358us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 73/100 326/326 [==============================] - 0s 354us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 74/100 326/326 [==============================] - 0s 358us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 75/100 326/326 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 76/100 326/326 [==============================] - 0s 356us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 77/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 78/100 326/326 [==============================] - 0s 353us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 79/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 80/100 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 81/100 326/326 [==============================] - 0s 354us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 82/100 326/326 [==============================] - 0s 351us/step - loss: 0.1919 - accuracy: 0.9315 Epoch 83/100 326/326 [==============================] - 0s 351us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 84/100 326/326 [==============================] - 0s 356us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 85/100 326/326 [==============================] - 0s 354us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 86/100 326/326 [==============================] - 0s 352us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 87/100 326/326 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 88/100 326/326 [==============================] - 0s 355us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 89/100 326/326 [==============================] - 0s 354us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 90/100 326/326 [==============================] - 0s 356us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 91/100 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 92/100 326/326 [==============================] - 0s 348us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 93/100 326/326 [==============================] - 0s 351us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 94/100 326/326 [==============================] - 0s 353us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 95/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9315 Epoch 96/100 326/326 [==============================] - 0s 351us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 97/100 326/326 [==============================] - 0s 355us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 98/100 326/326 [==============================] - 0s 362us/step - loss: 0.1919 - accuracy: 0.9319 Epoch 99/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 100/100 326/326 [==============================] - 0s 353us/step - loss: 0.1921 - accuracy: 0.9318 29/29 [==============================] - 0s 314us/step Epoch 1/100 326/326 [==============================] - 0s 385us/step - loss: 0.4480 - accuracy: 0.9274 Epoch 2/100 326/326 [==============================] - 0s 348us/step - loss: 0.2113 - accuracy: 0.9291 Epoch 3/100 326/326 [==============================] - 0s 350us/step - loss: 0.2044 - accuracy: 0.9291 Epoch 4/100 326/326 [==============================] - 0s 352us/step - loss: 0.2019 - accuracy: 0.9291 Epoch 5/100 326/326 [==============================] - 0s 354us/step - loss: 0.2008 - accuracy: 0.9291 Epoch 6/100 326/326 [==============================] - 0s 359us/step - loss: 0.1999 - accuracy: 0.9291 Epoch 7/100 326/326 [==============================] - 0s 360us/step - loss: 0.1994 - accuracy: 0.9291 Epoch 8/100 326/326 [==============================] - 0s 353us/step - loss: 0.1992 - accuracy: 0.9291 Epoch 9/100 326/326 [==============================] - 0s 356us/step - loss: 0.1990 - accuracy: 0.9291 Epoch 10/100 326/326 [==============================] - 0s 357us/step - loss: 0.1987 - accuracy: 0.9291 Epoch 11/100 326/326 [==============================] - 0s 355us/step - loss: 0.1986 - accuracy: 0.9291 Epoch 12/100 326/326 [==============================] - 0s 354us/step - loss: 0.1983 - accuracy: 0.9291 Epoch 13/100 326/326 [==============================] - 0s 352us/step - loss: 0.1982 - accuracy: 0.9291 Epoch 14/100 326/326 [==============================] - 0s 351us/step - loss: 0.1980 - accuracy: 0.9291 Epoch 15/100 326/326 [==============================] - 0s 355us/step - loss: 0.1978 - accuracy: 0.9291 Epoch 16/100 326/326 [==============================] - 0s 354us/step - loss: 0.1978 - accuracy: 0.9291 Epoch 17/100 326/326 [==============================] - 0s 355us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 18/100 326/326 [==============================] - 0s 350us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 19/100 326/326 [==============================] - 0s 357us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 20/100 326/326 [==============================] - 0s 347us/step - loss: 0.1972 - accuracy: 0.9291 Epoch 21/100 326/326 [==============================] - 0s 351us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 22/100 326/326 [==============================] - 0s 350us/step - loss: 0.1972 - accuracy: 0.9291 Epoch 23/100 326/326 [==============================] - 0s 347us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 24/100 326/326 [==============================] - 0s 356us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 25/100 326/326 [==============================] - 0s 354us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 26/100 326/326 [==============================] - 0s 353us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 27/100 326/326 [==============================] - 0s 353us/step - loss: 0.1964 - accuracy: 0.9289 Epoch 28/100 326/326 [==============================] - 0s 358us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 29/100 326/326 [==============================] - 0s 357us/step - loss: 0.1964 - accuracy: 0.9289 Epoch 30/100 326/326 [==============================] - 0s 355us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 31/100 326/326 [==============================] - 0s 350us/step - loss: 0.1961 - accuracy: 0.9297 Epoch 32/100 326/326 [==============================] - 0s 352us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 33/100 326/326 [==============================] - 0s 355us/step - loss: 0.1959 - accuracy: 0.9293 Epoch 34/100 326/326 [==============================] - 0s 352us/step - loss: 0.1962 - accuracy: 0.9289 Epoch 35/100 326/326 [==============================] - 0s 346us/step - loss: 0.1962 - accuracy: 0.9292 Epoch 36/100 326/326 [==============================] - 0s 349us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 37/100 326/326 [==============================] - 0s 350us/step - loss: 0.1958 - accuracy: 0.9292 Epoch 38/100 326/326 [==============================] - 0s 355us/step - loss: 0.1960 - accuracy: 0.9289 Epoch 39/100 326/326 [==============================] - 0s 359us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 40/100 326/326 [==============================] - 0s 352us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 41/100 326/326 [==============================] - 0s 355us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 42/100 326/326 [==============================] - 0s 353us/step - loss: 0.1958 - accuracy: 0.9292 Epoch 43/100 326/326 [==============================] - 0s 352us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 44/100 326/326 [==============================] - 0s 351us/step - loss: 0.1960 - accuracy: 0.9289 Epoch 45/100 326/326 [==============================] - 0s 346us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 46/100 326/326 [==============================] - 0s 349us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 47/100 326/326 [==============================] - 0s 355us/step - loss: 0.1956 - accuracy: 0.9299 Epoch 48/100 326/326 [==============================] - 0s 353us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 49/100 326/326 [==============================] - 0s 354us/step - loss: 0.1955 - accuracy: 0.9292 Epoch 50/100 326/326 [==============================] - 0s 346us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 51/100 326/326 [==============================] - 0s 347us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 52/100 326/326 [==============================] - 0s 347us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 53/100 326/326 [==============================] - 0s 355us/step - loss: 0.1954 - accuracy: 0.9299 Epoch 54/100 326/326 [==============================] - 0s 352us/step - loss: 0.1952 - accuracy: 0.9299 Epoch 55/100 326/326 [==============================] - 0s 352us/step - loss: 0.1951 - accuracy: 0.9298 Epoch 56/100 326/326 [==============================] - 0s 357us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 57/100 326/326 [==============================] - 0s 353us/step - loss: 0.1955 - accuracy: 0.9297 Epoch 58/100 326/326 [==============================] - 0s 351us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 59/100 326/326 [==============================] - 0s 356us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 60/100 326/326 [==============================] - 0s 355us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 61/100 326/326 [==============================] - 0s 356us/step - loss: 0.1954 - accuracy: 0.9302 Epoch 62/100 326/326 [==============================] - 0s 354us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 63/100 326/326 [==============================] - 0s 356us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 64/100 326/326 [==============================] - 0s 354us/step - loss: 0.1952 - accuracy: 0.9307 Epoch 65/100 326/326 [==============================] - 0s 353us/step - loss: 0.1957 - accuracy: 0.9298 Epoch 66/100 326/326 [==============================] - 0s 352us/step - loss: 0.1953 - accuracy: 0.9305 Epoch 67/100 326/326 [==============================] - 0s 345us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 68/100 326/326 [==============================] - 0s 350us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 69/100 326/326 [==============================] - 0s 347us/step - loss: 0.1957 - accuracy: 0.9299 Epoch 70/100 326/326 [==============================] - 0s 353us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 71/100 326/326 [==============================] - 0s 349us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 72/100 326/326 [==============================] - 0s 355us/step - loss: 0.1955 - accuracy: 0.9301 Epoch 73/100 326/326 [==============================] - 0s 354us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 74/100 326/326 [==============================] - 0s 412us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 75/100 326/326 [==============================] - 0s 354us/step - loss: 0.1954 - accuracy: 0.9302 Epoch 76/100 326/326 [==============================] - 0s 357us/step - loss: 0.1952 - accuracy: 0.9302 Epoch 77/100 326/326 [==============================] - 0s 350us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 78/100 326/326 [==============================] - 0s 354us/step - loss: 0.1954 - accuracy: 0.9303 Epoch 79/100 326/326 [==============================] - 0s 355us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 80/100 326/326 [==============================] - 0s 350us/step - loss: 0.1955 - accuracy: 0.9303 Epoch 81/100 326/326 [==============================] - 0s 345us/step - loss: 0.1955 - accuracy: 0.9297 Epoch 82/100 326/326 [==============================] - 0s 351us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 83/100 326/326 [==============================] - 0s 358us/step - loss: 0.1952 - accuracy: 0.9302 Epoch 84/100 326/326 [==============================] - 0s 355us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 85/100 326/326 [==============================] - 0s 350us/step - loss: 0.1954 - accuracy: 0.9298 Epoch 86/100 326/326 [==============================] - 0s 352us/step - loss: 0.1953 - accuracy: 0.9302 Epoch 87/100 326/326 [==============================] - 0s 348us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 88/100 326/326 [==============================] - 0s 350us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 89/100 326/326 [==============================] - 0s 349us/step - loss: 0.1954 - accuracy: 0.9297 Epoch 90/100 326/326 [==============================] - 0s 354us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 91/100 326/326 [==============================] - 0s 354us/step - loss: 0.1954 - accuracy: 0.9299 Epoch 92/100 326/326 [==============================] - 0s 354us/step - loss: 0.1952 - accuracy: 0.9299 Epoch 93/100 326/326 [==============================] - 0s 354us/step - loss: 0.1955 - accuracy: 0.9299 Epoch 94/100 326/326 [==============================] - 0s 357us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 95/100 326/326 [==============================] - 0s 351us/step - loss: 0.1952 - accuracy: 0.9304 Epoch 96/100 326/326 [==============================] - 0s 351us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 97/100 326/326 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9303 Epoch 98/100 326/326 [==============================] - 0s 354us/step - loss: 0.1953 - accuracy: 0.9303 Epoch 99/100 326/326 [==============================] - 0s 380us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 100/100 326/326 [==============================] - 0s 391us/step - loss: 0.1951 - accuracy: 0.9307 29/29 [==============================] - 0s 342us/step Epoch 1/100 326/326 [==============================] - 0s 386us/step - loss: 0.4807 - accuracy: 0.9285 Epoch 2/100 326/326 [==============================] - 0s 356us/step - loss: 0.2125 - accuracy: 0.9307 Epoch 3/100 326/326 [==============================] - 0s 355us/step - loss: 0.2020 - accuracy: 0.9307 Epoch 4/100 326/326 [==============================] - 0s 355us/step - loss: 0.1993 - accuracy: 0.9307 Epoch 5/100 326/326 [==============================] - 0s 356us/step - loss: 0.1975 - accuracy: 0.9307 Epoch 6/100 326/326 [==============================] - 0s 354us/step - loss: 0.1966 - accuracy: 0.9307 Epoch 7/100 326/326 [==============================] - 0s 352us/step - loss: 0.1961 - accuracy: 0.9307 Epoch 8/100 326/326 [==============================] - 0s 349us/step - loss: 0.1957 - accuracy: 0.9307 Epoch 9/100 326/326 [==============================] - 0s 351us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 10/100 326/326 [==============================] - 0s 351us/step - loss: 0.1950 - accuracy: 0.9307 Epoch 11/100 326/326 [==============================] - 0s 355us/step - loss: 0.1951 - accuracy: 0.9307 Epoch 12/100 326/326 [==============================] - 0s 351us/step - loss: 0.1949 - accuracy: 0.9307 Epoch 13/100 326/326 [==============================] - 0s 349us/step - loss: 0.1948 - accuracy: 0.9307 Epoch 14/100 326/326 [==============================] - 0s 347us/step - loss: 0.1948 - accuracy: 0.9307 Epoch 15/100 326/326 [==============================] - 0s 353us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 16/100 326/326 [==============================] - 0s 355us/step - loss: 0.1946 - accuracy: 0.9307 Epoch 17/100 326/326 [==============================] - 0s 352us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 18/100 326/326 [==============================] - 0s 355us/step - loss: 0.1945 - accuracy: 0.9307 Epoch 19/100 326/326 [==============================] - 0s 348us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 20/100 326/326 [==============================] - 0s 350us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 21/100 326/326 [==============================] - 0s 349us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 22/100 326/326 [==============================] - 0s 356us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 23/100 326/326 [==============================] - 0s 406us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 24/100 326/326 [==============================] - 0s 356us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 25/100 326/326 [==============================] - 0s 352us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 26/100 326/326 [==============================] - 0s 348us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 27/100 326/326 [==============================] - 0s 353us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 28/100 326/326 [==============================] - 0s 353us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 29/100 326/326 [==============================] - 0s 353us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 30/100 326/326 [==============================] - 0s 348us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 31/100 326/326 [==============================] - 0s 351us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 32/100 326/326 [==============================] - 0s 351us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 33/100 326/326 [==============================] - 0s 353us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 34/100 326/326 [==============================] - 0s 352us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 35/100 326/326 [==============================] - 0s 353us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 36/100 326/326 [==============================] - 0s 355us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 37/100 326/326 [==============================] - 0s 351us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 38/100 326/326 [==============================] - 0s 353us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 39/100 326/326 [==============================] - 0s 351us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 40/100 326/326 [==============================] - 0s 349us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 41/100 326/326 [==============================] - 0s 349us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 42/100 326/326 [==============================] - 0s 352us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 43/100 326/326 [==============================] - 0s 354us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 44/100 326/326 [==============================] - 0s 351us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 45/100 326/326 [==============================] - 0s 353us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 46/100 326/326 [==============================] - 0s 354us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 47/100 326/326 [==============================] - 0s 349us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 48/100 326/326 [==============================] - 0s 351us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 49/100 326/326 [==============================] - 0s 354us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 50/100 326/326 [==============================] - 0s 353us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 51/100 326/326 [==============================] - 0s 354us/step - loss: 0.1933 - accuracy: 0.9309 Epoch 52/100 326/326 [==============================] - 0s 349us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 53/100 326/326 [==============================] - 0s 352us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 54/100 326/326 [==============================] - 0s 354us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 55/100 326/326 [==============================] - 0s 348us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 56/100 326/326 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 57/100 326/326 [==============================] - 0s 354us/step - loss: 0.1934 - accuracy: 0.9309 Epoch 58/100 326/326 [==============================] - 0s 357us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 59/100 326/326 [==============================] - 0s 356us/step - loss: 0.1933 - accuracy: 0.9309 Epoch 60/100 326/326 [==============================] - 0s 354us/step - loss: 0.1930 - accuracy: 0.9312 Epoch 61/100 326/326 [==============================] - 0s 355us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 62/100 326/326 [==============================] - 0s 354us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 63/100 326/326 [==============================] - 0s 351us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 64/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 65/100 326/326 [==============================] - 0s 353us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 66/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 67/100 326/326 [==============================] - 0s 352us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 68/100 326/326 [==============================] - 0s 351us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 69/100 326/326 [==============================] - 0s 351us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 70/100 326/326 [==============================] - 0s 352us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 71/100 326/326 [==============================] - 0s 349us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 72/100 326/326 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 73/100 326/326 [==============================] - 0s 349us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 74/100 326/326 [==============================] - 0s 352us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 75/100 326/326 [==============================] - 0s 346us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 76/100 326/326 [==============================] - 0s 353us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 77/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 78/100 326/326 [==============================] - 0s 354us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 79/100 326/326 [==============================] - 0s 346us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 80/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 81/100 326/326 [==============================] - 0s 354us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 82/100 326/326 [==============================] - 0s 357us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 83/100 326/326 [==============================] - 0s 358us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 84/100 326/326 [==============================] - 0s 354us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 85/100 326/326 [==============================] - 0s 352us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 86/100 326/326 [==============================] - 0s 353us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 87/100 326/326 [==============================] - 0s 354us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 88/100 326/326 [==============================] - 0s 354us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 89/100 326/326 [==============================] - 0s 357us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 90/100 326/326 [==============================] - 0s 358us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 91/100 326/326 [==============================] - 0s 356us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 92/100 326/326 [==============================] - 0s 351us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 93/100 326/326 [==============================] - 0s 350us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 94/100 326/326 [==============================] - 0s 348us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 95/100 326/326 [==============================] - 0s 351us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 96/100 326/326 [==============================] - 0s 352us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 97/100 326/326 [==============================] - 0s 349us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 98/100 326/326 [==============================] - 0s 350us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 99/100 326/326 [==============================] - 0s 356us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 100/100 326/326 [==============================] - 0s 352us/step - loss: 0.1927 - accuracy: 0.9312 29/29 [==============================] - 0s 323us/step Epoch 1/100 326/326 [==============================] - 0s 379us/step - loss: 0.4146 - accuracy: 0.9305 Epoch 2/100 326/326 [==============================] - 0s 347us/step - loss: 0.2043 - accuracy: 0.9305 Epoch 3/100 326/326 [==============================] - 0s 353us/step - loss: 0.1989 - accuracy: 0.9305 Epoch 4/100 326/326 [==============================] - 0s 353us/step - loss: 0.1968 - accuracy: 0.9305 Epoch 5/100 326/326 [==============================] - 0s 351us/step - loss: 0.1957 - accuracy: 0.9305 Epoch 6/100 326/326 [==============================] - 0s 350us/step - loss: 0.1953 - accuracy: 0.9305 Epoch 7/100 326/326 [==============================] - 0s 352us/step - loss: 0.1949 - accuracy: 0.9305 Epoch 8/100 326/326 [==============================] - 0s 347us/step - loss: 0.1946 - accuracy: 0.9305 Epoch 9/100 326/326 [==============================] - 0s 351us/step - loss: 0.1942 - accuracy: 0.9305 Epoch 10/100 326/326 [==============================] - 0s 357us/step - loss: 0.1941 - accuracy: 0.9305 Epoch 11/100 326/326 [==============================] - 0s 353us/step - loss: 0.1940 - accuracy: 0.9305 Epoch 12/100 326/326 [==============================] - 0s 350us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 13/100 326/326 [==============================] - 0s 346us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 14/100 326/326 [==============================] - 0s 350us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 15/100 326/326 [==============================] - 0s 350us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 16/100 326/326 [==============================] - 0s 353us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 17/100 326/326 [==============================] - 0s 353us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 18/100 326/326 [==============================] - 0s 353us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 19/100 326/326 [==============================] - 0s 349us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 20/100 326/326 [==============================] - 0s 346us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 21/100 326/326 [==============================] - 0s 352us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 22/100 326/326 [==============================] - 0s 356us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 23/100 326/326 [==============================] - 0s 358us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 24/100 326/326 [==============================] - 0s 346us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 25/100 326/326 [==============================] - 0s 357us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 26/100 326/326 [==============================] - 0s 353us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 27/100 326/326 [==============================] - 0s 355us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 28/100 326/326 [==============================] - 0s 351us/step - loss: 0.1926 - accuracy: 0.9315 Epoch 29/100 326/326 [==============================] - 0s 352us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 30/100 326/326 [==============================] - 0s 348us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 31/100 326/326 [==============================] - 0s 353us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 32/100 326/326 [==============================] - 0s 389us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 33/100 326/326 [==============================] - 0s 392us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 34/100 326/326 [==============================] - 0s 391us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 35/100 326/326 [==============================] - 0s 351us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 36/100 326/326 [==============================] - 0s 355us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 37/100 326/326 [==============================] - 0s 352us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 38/100 326/326 [==============================] - 0s 360us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 39/100 326/326 [==============================] - 0s 358us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 40/100 326/326 [==============================] - 0s 357us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 41/100 326/326 [==============================] - 0s 347us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 42/100 326/326 [==============================] - 0s 348us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 43/100 326/326 [==============================] - 0s 353us/step - loss: 0.1918 - accuracy: 0.9298 Epoch 44/100 326/326 [==============================] - 0s 357us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 45/100 326/326 [==============================] - 0s 353us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 46/100 326/326 [==============================] - 0s 353us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 47/100 326/326 [==============================] - 0s 352us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 48/100 326/326 [==============================] - 0s 355us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 49/100 326/326 [==============================] - 0s 358us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 50/100 326/326 [==============================] - 0s 356us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 51/100 326/326 [==============================] - 0s 360us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 52/100 326/326 [==============================] - 0s 356us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 53/100 326/326 [==============================] - 0s 357us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 54/100 326/326 [==============================] - 0s 355us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 55/100 326/326 [==============================] - 0s 359us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 56/100 326/326 [==============================] - 0s 358us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 57/100 326/326 [==============================] - 0s 355us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 58/100 326/326 [==============================] - 0s 355us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 59/100 326/326 [==============================] - 0s 357us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 60/100 326/326 [==============================] - 0s 356us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 61/100 326/326 [==============================] - 0s 351us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 62/100 326/326 [==============================] - 0s 349us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 63/100 326/326 [==============================] - 0s 350us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 64/100 326/326 [==============================] - 0s 354us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 65/100 326/326 [==============================] - 0s 356us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 66/100 326/326 [==============================] - 0s 352us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 67/100 326/326 [==============================] - 0s 350us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 68/100 326/326 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 69/100 326/326 [==============================] - 0s 413us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 70/100 326/326 [==============================] - 0s 358us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 71/100 326/326 [==============================] - 0s 359us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 72/100 326/326 [==============================] - 0s 365us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 73/100 326/326 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 74/100 326/326 [==============================] - 0s 358us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 75/100 326/326 [==============================] - 0s 357us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 76/100 326/326 [==============================] - 0s 353us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 77/100 326/326 [==============================] - 0s 356us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 78/100 326/326 [==============================] - 0s 357us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 79/100 326/326 [==============================] - 0s 366us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 80/100 326/326 [==============================] - 0s 362us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 81/100 326/326 [==============================] - 0s 355us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 82/100 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 83/100 326/326 [==============================] - 0s 364us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 84/100 326/326 [==============================] - 0s 362us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 85/100 326/326 [==============================] - 0s 359us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 86/100 326/326 [==============================] - 0s 359us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 87/100 326/326 [==============================] - 0s 355us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 88/100 326/326 [==============================] - 0s 364us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 89/100 326/326 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 90/100 326/326 [==============================] - 0s 363us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 91/100 326/326 [==============================] - 0s 360us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 92/100 326/326 [==============================] - 0s 357us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 93/100 326/326 [==============================] - 0s 420us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 94/100 326/326 [==============================] - 0s 362us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 95/100 326/326 [==============================] - 0s 362us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 96/100 326/326 [==============================] - 0s 361us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 97/100 326/326 [==============================] - 0s 357us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 98/100 326/326 [==============================] - 0s 362us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 99/100 326/326 [==============================] - 0s 370us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 100/100 326/326 [==============================] - 0s 361us/step - loss: 0.1898 - accuracy: 0.9315 29/29 [==============================] - 0s 311us/step Epoch 1/100 326/326 [==============================] - 0s 385us/step - loss: 0.4628 - accuracy: 0.9275 Epoch 2/100 326/326 [==============================] - 0s 358us/step - loss: 0.2094 - accuracy: 0.9301 Epoch 3/100 326/326 [==============================] - 0s 364us/step - loss: 0.2019 - accuracy: 0.9301 Epoch 4/100 326/326 [==============================] - 0s 360us/step - loss: 0.1991 - accuracy: 0.9301 Epoch 5/100 326/326 [==============================] - 0s 354us/step - loss: 0.1974 - accuracy: 0.9301 Epoch 6/100 326/326 [==============================] - 0s 351us/step - loss: 0.1968 - accuracy: 0.9301 Epoch 7/100 326/326 [==============================] - 0s 355us/step - loss: 0.1961 - accuracy: 0.9301 Epoch 8/100 326/326 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9301 Epoch 9/100 326/326 [==============================] - 0s 347us/step - loss: 0.1952 - accuracy: 0.9301 Epoch 10/100 326/326 [==============================] - 0s 351us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 11/100 326/326 [==============================] - 0s 350us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 12/100 326/326 [==============================] - 0s 349us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 13/100 326/326 [==============================] - 0s 357us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 14/100 326/326 [==============================] - 0s 346us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 15/100 326/326 [==============================] - 0s 347us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 16/100 326/326 [==============================] - 0s 350us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 17/100 326/326 [==============================] - 0s 351us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 18/100 326/326 [==============================] - 0s 348us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 19/100 326/326 [==============================] - 0s 348us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 20/100 326/326 [==============================] - 0s 347us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 21/100 326/326 [==============================] - 0s 349us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 22/100 326/326 [==============================] - 0s 356us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 23/100 326/326 [==============================] - 0s 354us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 24/100 326/326 [==============================] - 0s 354us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 25/100 326/326 [==============================] - 0s 352us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 26/100 326/326 [==============================] - 0s 351us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 27/100 326/326 [==============================] - 0s 348us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 28/100 326/326 [==============================] - 0s 350us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 29/100 326/326 [==============================] - 0s 343us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 30/100 326/326 [==============================] - 0s 357us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 31/100 326/326 [==============================] - 0s 351us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 32/100 326/326 [==============================] - 0s 355us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 33/100 326/326 [==============================] - 0s 353us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 34/100 326/326 [==============================] - 0s 402us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 35/100 326/326 [==============================] - 0s 357us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 36/100 326/326 [==============================] - 0s 352us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 37/100 326/326 [==============================] - 0s 353us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 38/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 39/100 326/326 [==============================] - 0s 356us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 40/100 326/326 [==============================] - 0s 354us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 41/100 326/326 [==============================] - 0s 353us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 42/100 326/326 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 43/100 326/326 [==============================] - 0s 355us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 44/100 326/326 [==============================] - 0s 350us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 45/100 326/326 [==============================] - 0s 361us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 46/100 326/326 [==============================] - 0s 362us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 47/100 326/326 [==============================] - 0s 361us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 48/100 326/326 [==============================] - 0s 356us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 49/100 326/326 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 50/100 326/326 [==============================] - 0s 347us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 51/100 326/326 [==============================] - 0s 351us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 52/100 326/326 [==============================] - 0s 351us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 53/100 326/326 [==============================] - 0s 347us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 54/100 326/326 [==============================] - 0s 350us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 55/100 326/326 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 56/100 326/326 [==============================] - 0s 351us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 57/100 326/326 [==============================] - 0s 355us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 58/100 326/326 [==============================] - 0s 352us/step - loss: 0.1922 - accuracy: 0.9303 Epoch 59/100 326/326 [==============================] - 0s 350us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 60/100 326/326 [==============================] - 0s 348us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 61/100 326/326 [==============================] - 0s 347us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 62/100 326/326 [==============================] - 0s 354us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 63/100 326/326 [==============================] - 0s 350us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 64/100 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 65/100 326/326 [==============================] - 0s 361us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 66/100 326/326 [==============================] - 0s 382us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 67/100 326/326 [==============================] - 0s 389us/step - loss: 0.1921 - accuracy: 0.9299 Epoch 68/100 326/326 [==============================] - 0s 395us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 69/100 326/326 [==============================] - 0s 350us/step - loss: 0.1924 - accuracy: 0.9299 Epoch 70/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 71/100 326/326 [==============================] - 0s 353us/step - loss: 0.1920 - accuracy: 0.9299 Epoch 72/100 326/326 [==============================] - 0s 354us/step - loss: 0.1920 - accuracy: 0.9299 Epoch 73/100 326/326 [==============================] - 0s 348us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 74/100 326/326 [==============================] - 0s 351us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 75/100 326/326 [==============================] - 0s 355us/step - loss: 0.1919 - accuracy: 0.9299 Epoch 76/100 326/326 [==============================] - 0s 351us/step - loss: 0.1921 - accuracy: 0.9303 Epoch 77/100 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 78/100 326/326 [==============================] - 0s 352us/step - loss: 0.1920 - accuracy: 0.9298 Epoch 79/100 326/326 [==============================] - 0s 359us/step - loss: 0.1919 - accuracy: 0.9303 Epoch 80/100 326/326 [==============================] - 0s 355us/step - loss: 0.1918 - accuracy: 0.9302 Epoch 81/100 326/326 [==============================] - 0s 423us/step - loss: 0.1917 - accuracy: 0.9299 Epoch 82/100 326/326 [==============================] - 0s 352us/step - loss: 0.1919 - accuracy: 0.9298 Epoch 83/100 326/326 [==============================] - 0s 356us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 84/100 326/326 [==============================] - 0s 353us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 85/100 326/326 [==============================] - 0s 352us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 86/100 326/326 [==============================] - 0s 357us/step - loss: 0.1920 - accuracy: 0.9302 Epoch 87/100 326/326 [==============================] - 0s 354us/step - loss: 0.1917 - accuracy: 0.9298 Epoch 88/100 326/326 [==============================] - 0s 349us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 89/100 326/326 [==============================] - 0s 348us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 90/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 91/100 326/326 [==============================] - 0s 351us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 92/100 326/326 [==============================] - 0s 353us/step - loss: 0.1917 - accuracy: 0.9299 Epoch 93/100 326/326 [==============================] - 0s 350us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 94/100 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9302 Epoch 95/100 326/326 [==============================] - 0s 349us/step - loss: 0.1915 - accuracy: 0.9297 Epoch 96/100 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9303 Epoch 97/100 326/326 [==============================] - 0s 349us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 98/100 326/326 [==============================] - 0s 346us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 99/100 1/326 [..............................] - ETA: 0s - loss: 0.2149 - accuracy: 0.9600[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 1.0s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.0s [CV] END ..........................................alpha=0.1; total time= 0.5s [CV] END ..........................................alpha=0.5; total time= 0.4s [CV] END .........................................alpha=10.0; total time= 0.2s 256/326 [======================>.......] - ETA: 0s - loss: 0.1863 - accuracy: 0.9317[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.7s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s 326/326 [==============================] - 0s 401us/step - loss: 0.1917 - accuracy: 0.9303 s=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; totEpoch 100/100 al time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.9s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.6s [CV] END ..........................................alpha=0.1; total time= 0.4s [CV] END ..........................................alpha=0.5; total time= 0.4s [CV] END .........................................alpha=10.0; total time= 0.2s 128/326 [==========>...................] - ETA: 0s - loss: 0.1867 - accuracy: 0.9309[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.1s 252/326 [======================>.......] - ETA: 0s - loss: 0.1911 - accuracy: 0.9303] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s [CV] END ..........................................alpha=0.1; total time= 0.4s [CV] END ..........................................alpha=1.0; total time= 0.5s [CV] END .........................................alpha=10.0; total time= 0.2s 326/326 [==============================] - 0s 403us/step - loss: 0.1917 - accuracy: 0.9302 29/29 [==============================] - 0s 359us/step [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 1.0s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s [CV] END .........................................alpha=0.01; total time= 0.4s [CV] END ..........................................alpha=0.1; total time= 0.4s [CV] END ..........................................alpha=1.0; total time= 0.4s Epoch 1/100 [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.0s [CV] END .........................................alpha=0.01; total time= 0.4s [CV] END ..........................................alpha=0.5; total time= 0.5s [CV] END .........................................alpha=10.0; total time= 0.2s [CV] END .........................................alpha=10.0; total time= 0.2s 1/326 [..............................] - ETA: 1:11 - loss: 0.6931 - accuracy: 0.5600[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 1.0s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.9s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.6s [CV] END .........................................alpha=0.01; total time= 0.4s [CV] END ..........................................alpha=0.5; total time= 0.4s [CV] END ..........................................alpha=1.0; total time= 0.4s 222/326 [===================>..........] - ETA: 0s - loss: 0.5316 - accuracy: 0.9272[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.8s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s [CV] END .........................................alpha=0.01; total time= 0.4s [CV] END ..........................................alpha=0.1; total time= 0.4s [CV] END ..........................................alpha=1.0; total time= 0.4s 326/326 [==============================] - 0s 436us/step - loss: 0.4429 - accuracy: 0.9297 Epoch 2/100 121/326 [==========>...................] - ETA: 0s - loss: 0.2051 - accuracy: 0.9306[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.9s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.9s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.7s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s [CV] END .........................................alpha=0.01; total time= 0.5s [CV] END ..........................................alpha=0.5; total time= 0.4s [CV] END ..........................................alpha=1.0; total time= 0.4s 326/326 [==============================] - 0s 407us/step - loss: 0.2072 - accuracy: 0.9308 Epoch 3/100 326/326 [==============================] - 0s 367us/step - loss: 0.2003 - accuracy: 0.9308 Epoch 4/100 326/326 [==============================] - 0s 352us/step - loss: 0.1979 - accuracy: 0.9308 Epoch 5/100 326/326 [==============================] - 0s 348us/step - loss: 0.1962 - accuracy: 0.9308 Epoch 6/100 326/326 [==============================] - 0s 355us/step - loss: 0.1963 - accuracy: 0.9308 Epoch 7/100 326/326 [==============================] - 0s 348us/step - loss: 0.1958 - accuracy: 0.9308 Epoch 8/100 326/326 [==============================] - 0s 351us/step - loss: 0.1954 - accuracy: 0.9308 Epoch 9/100 326/326 [==============================] - 0s 343us/step - loss: 0.1951 - accuracy: 0.9308 Epoch 10/100 326/326 [==============================] - 0s 349us/step - loss: 0.1949 - accuracy: 0.9308 Epoch 11/100 326/326 [==============================] - 0s 350us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 12/100 326/326 [==============================] - 0s 351us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 13/100 326/326 [==============================] - 0s 354us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 14/100 326/326 [==============================] - 0s 346us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 15/100 326/326 [==============================] - 0s 349us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 16/100 326/326 [==============================] - 0s 351us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 17/100 326/326 [==============================] - 0s 357us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 18/100 326/326 [==============================] - 0s 353us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 19/100 326/326 [==============================] - 0s 352us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 20/100 326/326 [==============================] - 0s 353us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 21/100 326/326 [==============================] - 0s 353us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 22/100 326/326 [==============================] - 0s 378us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 23/100 326/326 [==============================] - 0s 376us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 24/100 326/326 [==============================] - 0s 361us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 25/100 326/326 [==============================] - 0s 353us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 26/100 326/326 [==============================] - 0s 353us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 27/100 326/326 [==============================] - 0s 355us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 28/100 326/326 [==============================] - 0s 356us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 29/100 326/326 [==============================] - 0s 352us/step - loss: 0.1938 - accuracy: 0.9309 Epoch 30/100 326/326 [==============================] - 0s 349us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 31/100 326/326 [==============================] - 0s 349us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 32/100 326/326 [==============================] - 0s 354us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 33/100 326/326 [==============================] - 0s 351us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 34/100 326/326 [==============================] - 0s 353us/step - loss: 0.1933 - accuracy: 0.9309 Epoch 35/100 326/326 [==============================] - 0s 353us/step - loss: 0.1935 - accuracy: 0.9309 Epoch 36/100 326/326 [==============================] - 0s 350us/step - loss: 0.1934 - accuracy: 0.9312 Epoch 37/100 326/326 [==============================] - 0s 343us/step - loss: 0.1934 - accuracy: 0.9312 Epoch 38/100 326/326 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 39/100 326/326 [==============================] - 0s 353us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 40/100 326/326 [==============================] - 0s 354us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 41/100 326/326 [==============================] - 0s 366us/step - loss: 0.1931 - accuracy: 0.9312 Epoch 42/100 326/326 [==============================] - 0s 345us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 43/100 326/326 [==============================] - 0s 348us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 44/100 326/326 [==============================] - 0s 342us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 45/100 326/326 [==============================] - 0s 350us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 46/100 326/326 [==============================] - 0s 350us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 47/100 326/326 [==============================] - 0s 341us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 48/100 326/326 [==============================] - 0s 347us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 49/100 326/326 [==============================] - 0s 352us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 50/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 51/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 52/100 326/326 [==============================] - 0s 347us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 53/100 326/326 [==============================] - 0s 347us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 54/100 326/326 [==============================] - 0s 352us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 55/100 326/326 [==============================] - 0s 355us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 56/100 326/326 [==============================] - 0s 349us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 57/100 326/326 [==============================] - 0s 355us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 58/100 326/326 [==============================] - 0s 348us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 59/100 326/326 [==============================] - 0s 349us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 60/100 326/326 [==============================] - 0s 478us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 61/100 326/326 [==============================] - 0s 355us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 62/100 326/326 [==============================] - 0s 355us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 63/100 326/326 [==============================] - 0s 352us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 64/100 326/326 [==============================] - 0s 354us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 65/100 326/326 [==============================] - 0s 362us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 66/100 326/326 [==============================] - 0s 358us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 67/100 326/326 [==============================] - 0s 356us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 68/100 326/326 [==============================] - 0s 355us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 69/100 326/326 [==============================] - 0s 351us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 70/100 326/326 [==============================] - 0s 354us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 71/100 326/326 [==============================] - 0s 355us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 72/100 326/326 [==============================] - 0s 353us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 73/100 326/326 [==============================] - 0s 351us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 74/100 326/326 [==============================] - 0s 349us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 75/100 326/326 [==============================] - 0s 347us/step - loss: 0.1922 - accuracy: 0.9303 Epoch 76/100 326/326 [==============================] - 0s 355us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 77/100 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 78/100 326/326 [==============================] - 0s 348us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 79/100 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 80/100 326/326 [==============================] - 0s 351us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 81/100 326/326 [==============================] - 0s 352us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 82/100 326/326 [==============================] - 0s 352us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 83/100 326/326 [==============================] - 0s 346us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 84/100 326/326 [==============================] - 0s 347us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 85/100 326/326 [==============================] - 0s 349us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 86/100 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 87/100 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 88/100 326/326 [==============================] - 0s 347us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 89/100 326/326 [==============================] - 0s 351us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 90/100 326/326 [==============================] - 0s 349us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 91/100 326/326 [==============================] - 0s 352us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 92/100 326/326 [==============================] - 0s 352us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 93/100 326/326 [==============================] - 0s 349us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 94/100 326/326 [==============================] - 0s 352us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 95/100 326/326 [==============================] - 0s 350us/step - loss: 0.1921 - accuracy: 0.9303 Epoch 96/100 326/326 [==============================] - 0s 346us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 97/100 326/326 [==============================] - 0s 358us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 98/100 326/326 [==============================] - 0s 349us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 99/100 326/326 [==============================] - 0s 357us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 100/100 326/326 [==============================] - 0s 392us/step - loss: 0.1922 - accuracy: 0.9309 29/29 [==============================] - 0s 344us/step Epoch 1/100 326/326 [==============================] - 0s 391us/step - loss: 0.4076 - accuracy: 0.9294 Epoch 2/100 326/326 [==============================] - 0s 348us/step - loss: 0.2061 - accuracy: 0.9296 Epoch 3/100 326/326 [==============================] - 0s 351us/step - loss: 0.2011 - accuracy: 0.9296 Epoch 4/100 326/326 [==============================] - 0s 354us/step - loss: 0.1992 - accuracy: 0.9296 Epoch 5/100 326/326 [==============================] - 0s 353us/step - loss: 0.1982 - accuracy: 0.9296 Epoch 6/100 326/326 [==============================] - 0s 351us/step - loss: 0.1975 - accuracy: 0.9296 Epoch 7/100 326/326 [==============================] - 0s 350us/step - loss: 0.1971 - accuracy: 0.9296 Epoch 8/100 326/326 [==============================] - 0s 357us/step - loss: 0.1968 - accuracy: 0.9296 Epoch 9/100 326/326 [==============================] - 0s 355us/step - loss: 0.1967 - accuracy: 0.9296 Epoch 10/100 326/326 [==============================] - 0s 357us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 11/100 326/326 [==============================] - 0s 355us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 12/100 326/326 [==============================] - 0s 354us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 13/100 326/326 [==============================] - 0s 353us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 14/100 326/326 [==============================] - 0s 357us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 15/100 326/326 [==============================] - 0s 353us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 16/100 326/326 [==============================] - 0s 352us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 17/100 326/326 [==============================] - 0s 358us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 18/100 326/326 [==============================] - 0s 352us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 19/100 326/326 [==============================] - 0s 358us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 20/100 326/326 [==============================] - 0s 352us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 21/100 326/326 [==============================] - 0s 353us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 22/100 326/326 [==============================] - 0s 353us/step - loss: 0.1952 - accuracy: 0.9292 Epoch 23/100 326/326 [==============================] - 0s 347us/step - loss: 0.1951 - accuracy: 0.9297 Epoch 24/100 326/326 [==============================] - 0s 348us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 25/100 326/326 [==============================] - 0s 349us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 26/100 326/326 [==============================] - 0s 356us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 27/100 326/326 [==============================] - 0s 350us/step - loss: 0.1947 - accuracy: 0.9289 Epoch 28/100 326/326 [==============================] - 0s 354us/step - loss: 0.1950 - accuracy: 0.9292 Epoch 29/100 326/326 [==============================] - 0s 353us/step - loss: 0.1947 - accuracy: 0.9292 Epoch 30/100 326/326 [==============================] - 0s 347us/step - loss: 0.1946 - accuracy: 0.9287 Epoch 31/100 326/326 [==============================] - 0s 350us/step - loss: 0.1948 - accuracy: 0.9282 Epoch 32/100 326/326 [==============================] - 0s 353us/step - loss: 0.1947 - accuracy: 0.9286 Epoch 33/100 326/326 [==============================] - 0s 350us/step - loss: 0.1945 - accuracy: 0.9283 Epoch 34/100 326/326 [==============================] - 0s 356us/step - loss: 0.1946 - accuracy: 0.9289 Epoch 35/100 326/326 [==============================] - 0s 358us/step - loss: 0.1946 - accuracy: 0.9283 Epoch 36/100 326/326 [==============================] - 0s 355us/step - loss: 0.1946 - accuracy: 0.9289 Epoch 37/100 326/326 [==============================] - 0s 354us/step - loss: 0.1942 - accuracy: 0.9288 Epoch 38/100 326/326 [==============================] - 0s 353us/step - loss: 0.1945 - accuracy: 0.9289 Epoch 39/100 326/326 [==============================] - 0s 350us/step - loss: 0.1945 - accuracy: 0.9288 Epoch 40/100 326/326 [==============================] - 0s 354us/step - loss: 0.1944 - accuracy: 0.9285 Epoch 41/100 326/326 [==============================] - 0s 353us/step - loss: 0.1943 - accuracy: 0.9287 Epoch 42/100 326/326 [==============================] - 0s 350us/step - loss: 0.1944 - accuracy: 0.9280 Epoch 43/100 326/326 [==============================] - 0s 352us/step - loss: 0.1940 - accuracy: 0.9286 Epoch 44/100 326/326 [==============================] - 0s 360us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 45/100 326/326 [==============================] - 0s 359us/step - loss: 0.1944 - accuracy: 0.9285 Epoch 46/100 326/326 [==============================] - 0s 354us/step - loss: 0.1943 - accuracy: 0.9285 Epoch 47/100 326/326 [==============================] - 0s 357us/step - loss: 0.1943 - accuracy: 0.9287 Epoch 48/100 326/326 [==============================] - 0s 355us/step - loss: 0.1943 - accuracy: 0.9282 Epoch 49/100 326/326 [==============================] - 0s 352us/step - loss: 0.1944 - accuracy: 0.9288 Epoch 50/100 326/326 [==============================] - 0s 349us/step - loss: 0.1942 - accuracy: 0.9286 Epoch 51/100 326/326 [==============================] - 0s 350us/step - loss: 0.1939 - accuracy: 0.9289 Epoch 52/100 326/326 [==============================] - 0s 359us/step - loss: 0.1943 - accuracy: 0.9286 Epoch 53/100 326/326 [==============================] - 0s 356us/step - loss: 0.1943 - accuracy: 0.9287 Epoch 54/100 326/326 [==============================] - 0s 357us/step - loss: 0.1942 - accuracy: 0.9285 Epoch 55/100 326/326 [==============================] - 0s 414us/step - loss: 0.1941 - accuracy: 0.9286 Epoch 56/100 326/326 [==============================] - 0s 350us/step - loss: 0.1941 - accuracy: 0.9291 Epoch 57/100 326/326 [==============================] - 0s 349us/step - loss: 0.1943 - accuracy: 0.9288 Epoch 58/100 326/326 [==============================] - 0s 357us/step - loss: 0.1942 - accuracy: 0.9289 Epoch 59/100 326/326 [==============================] - 0s 357us/step - loss: 0.1943 - accuracy: 0.9282 Epoch 60/100 326/326 [==============================] - 0s 353us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 61/100 326/326 [==============================] - 0s 350us/step - loss: 0.1942 - accuracy: 0.9291 Epoch 62/100 326/326 [==============================] - 0s 346us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 63/100 326/326 [==============================] - 0s 350us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 64/100 326/326 [==============================] - 0s 355us/step - loss: 0.1942 - accuracy: 0.9293 Epoch 65/100 326/326 [==============================] - 0s 349us/step - loss: 0.1944 - accuracy: 0.9287 Epoch 66/100 326/326 [==============================] - 0s 349us/step - loss: 0.1942 - accuracy: 0.9287 Epoch 67/100 326/326 [==============================] - 0s 346us/step - loss: 0.1946 - accuracy: 0.9286 Epoch 68/100 326/326 [==============================] - 0s 351us/step - loss: 0.1944 - accuracy: 0.9286 Epoch 69/100 326/326 [==============================] - 0s 344us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 70/100 326/326 [==============================] - 0s 346us/step - loss: 0.1941 - accuracy: 0.9291 Epoch 71/100 326/326 [==============================] - 0s 349us/step - loss: 0.1944 - accuracy: 0.9289 Epoch 72/100 326/326 [==============================] - 0s 350us/step - loss: 0.1945 - accuracy: 0.9289 Epoch 73/100 326/326 [==============================] - 0s 352us/step - loss: 0.1943 - accuracy: 0.9286 Epoch 74/100 326/326 [==============================] - 0s 354us/step - loss: 0.1941 - accuracy: 0.9278 Epoch 75/100 326/326 [==============================] - 0s 348us/step - loss: 0.1944 - accuracy: 0.9288 Epoch 76/100 326/326 [==============================] - 0s 345us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 77/100 326/326 [==============================] - 0s 351us/step - loss: 0.1945 - accuracy: 0.9287 Epoch 78/100 326/326 [==============================] - 0s 354us/step - loss: 0.1945 - accuracy: 0.9293 Epoch 79/100 326/326 [==============================] - 0s 352us/step - loss: 0.1944 - accuracy: 0.9289 Epoch 80/100 326/326 [==============================] - 0s 358us/step - loss: 0.1945 - accuracy: 0.9286 Epoch 81/100 326/326 [==============================] - 0s 355us/step - loss: 0.1945 - accuracy: 0.9285 Epoch 82/100 326/326 [==============================] - 0s 352us/step - loss: 0.1944 - accuracy: 0.9283 Epoch 83/100 326/326 [==============================] - 0s 353us/step - loss: 0.1942 - accuracy: 0.9286 Epoch 84/100 326/326 [==============================] - 0s 348us/step - loss: 0.1943 - accuracy: 0.9288 Epoch 85/100 326/326 [==============================] - 0s 350us/step - loss: 0.1938 - accuracy: 0.9282 Epoch 86/100 326/326 [==============================] - 0s 352us/step - loss: 0.1942 - accuracy: 0.9288 Epoch 87/100 326/326 [==============================] - 0s 351us/step - loss: 0.1944 - accuracy: 0.9280 Epoch 88/100 326/326 [==============================] - 0s 360us/step - loss: 0.1941 - accuracy: 0.9287 Epoch 89/100 326/326 [==============================] - 0s 360us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 90/100 326/326 [==============================] - 0s 355us/step - loss: 0.1944 - accuracy: 0.9288 Epoch 91/100 326/326 [==============================] - 0s 349us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 92/100 326/326 [==============================] - 0s 349us/step - loss: 0.1944 - accuracy: 0.9289 Epoch 93/100 326/326 [==============================] - 0s 350us/step - loss: 0.1945 - accuracy: 0.9283 Epoch 94/100 326/326 [==============================] - 0s 351us/step - loss: 0.1939 - accuracy: 0.9288 Epoch 95/100 326/326 [==============================] - 0s 352us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 96/100 326/326 [==============================] - 0s 353us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 97/100 326/326 [==============================] - 0s 353us/step - loss: 0.1944 - accuracy: 0.9286 Epoch 98/100 326/326 [==============================] - 0s 362us/step - loss: 0.1942 - accuracy: 0.9283 Epoch 99/100 326/326 [==============================] - 0s 358us/step - loss: 0.1941 - accuracy: 0.9288 Epoch 100/100 326/326 [==============================] - 0s 349us/step - loss: 0.1941 - accuracy: 0.9289 29/29 [==============================] - 0s 351us/step Epoch 1/100 326/326 [==============================] - 0s 382us/step - loss: 0.5103 - accuracy: 0.9275 Epoch 2/100 326/326 [==============================] - 0s 348us/step - loss: 0.2209 - accuracy: 0.9294 Epoch 3/100 326/326 [==============================] - 0s 355us/step - loss: 0.2068 - accuracy: 0.9294 Epoch 4/100 326/326 [==============================] - 0s 418us/step - loss: 0.2040 - accuracy: 0.9294 Epoch 5/100 326/326 [==============================] - 0s 367us/step - loss: 0.2022 - accuracy: 0.9294 Epoch 6/100 326/326 [==============================] - 0s 364us/step - loss: 0.2010 - accuracy: 0.9294 Epoch 7/100 326/326 [==============================] - 0s 358us/step - loss: 0.2005 - accuracy: 0.9294 Epoch 8/100 326/326 [==============================] - 0s 362us/step - loss: 0.1998 - accuracy: 0.9294 Epoch 9/100 326/326 [==============================] - 0s 357us/step - loss: 0.1997 - accuracy: 0.9294 Epoch 10/100 326/326 [==============================] - 0s 358us/step - loss: 0.1992 - accuracy: 0.9294 Epoch 11/100 326/326 [==============================] - 0s 352us/step - loss: 0.1988 - accuracy: 0.9294 Epoch 12/100 326/326 [==============================] - 0s 348us/step - loss: 0.1986 - accuracy: 0.9294 Epoch 13/100 326/326 [==============================] - 0s 350us/step - loss: 0.1986 - accuracy: 0.9294 Epoch 14/100 326/326 [==============================] - 0s 356us/step - loss: 0.1984 - accuracy: 0.9294 Epoch 15/100 326/326 [==============================] - 0s 353us/step - loss: 0.1983 - accuracy: 0.9294 Epoch 16/100 326/326 [==============================] - 0s 354us/step - loss: 0.1980 - accuracy: 0.9294 Epoch 17/100 326/326 [==============================] - 0s 359us/step - loss: 0.1977 - accuracy: 0.9294 Epoch 18/100 326/326 [==============================] - 0s 352us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 19/100 326/326 [==============================] - 0s 355us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 20/100 326/326 [==============================] - 0s 351us/step - loss: 0.1975 - accuracy: 0.9294 Epoch 21/100 326/326 [==============================] - 0s 353us/step - loss: 0.1972 - accuracy: 0.9294 Epoch 22/100 326/326 [==============================] - 0s 356us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 23/100 326/326 [==============================] - 0s 354us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 24/100 326/326 [==============================] - 0s 359us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 25/100 326/326 [==============================] - 0s 356us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 26/100 326/326 [==============================] - 0s 351us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 27/100 326/326 [==============================] - 0s 357us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 28/100 326/326 [==============================] - 0s 357us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 29/100 326/326 [==============================] - 0s 361us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 30/100 326/326 [==============================] - 0s 357us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 31/100 326/326 [==============================] - 0s 362us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 32/100 326/326 [==============================] - 0s 389us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 33/100 326/326 [==============================] - 0s 394us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 34/100 326/326 [==============================] - 0s 392us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 35/100 326/326 [==============================] - 0s 368us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 36/100 326/326 [==============================] - 0s 352us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 37/100 326/326 [==============================] - 0s 359us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 38/100 326/326 [==============================] - 0s 349us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 39/100 326/326 [==============================] - 0s 353us/step - loss: 0.1960 - accuracy: 0.9293 Epoch 40/100 326/326 [==============================] - 0s 347us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 41/100 326/326 [==============================] - 0s 345us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 42/100 326/326 [==============================] - 0s 351us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 43/100 326/326 [==============================] - 0s 354us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 44/100 326/326 [==============================] - 0s 354us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 45/100 326/326 [==============================] - 0s 352us/step - loss: 0.1959 - accuracy: 0.9292 Epoch 46/100 326/326 [==============================] - 0s 346us/step - loss: 0.1958 - accuracy: 0.9292 Epoch 47/100 326/326 [==============================] - 0s 345us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 48/100 326/326 [==============================] - 0s 353us/step - loss: 0.1957 - accuracy: 0.9293 Epoch 49/100 326/326 [==============================] - 0s 357us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 50/100 326/326 [==============================] - 0s 353us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 51/100 326/326 [==============================] - 0s 349us/step - loss: 0.1955 - accuracy: 0.9293 Epoch 52/100 326/326 [==============================] - 0s 348us/step - loss: 0.1956 - accuracy: 0.9292 Epoch 53/100 326/326 [==============================] - 0s 354us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 54/100 326/326 [==============================] - 0s 351us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 55/100 326/326 [==============================] - 0s 348us/step - loss: 0.1954 - accuracy: 0.9298 Epoch 56/100 326/326 [==============================] - 0s 355us/step - loss: 0.1953 - accuracy: 0.9298 Epoch 57/100 326/326 [==============================] - 0s 352us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 58/100 326/326 [==============================] - 0s 359us/step - loss: 0.1952 - accuracy: 0.9303 Epoch 59/100 326/326 [==============================] - 0s 348us/step - loss: 0.1948 - accuracy: 0.9302 Epoch 60/100 326/326 [==============================] - 0s 354us/step - loss: 0.1952 - accuracy: 0.9304 Epoch 61/100 326/326 [==============================] - 0s 351us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 62/100 326/326 [==============================] - 0s 352us/step - loss: 0.1948 - accuracy: 0.9303 Epoch 63/100 326/326 [==============================] - 0s 413us/step - loss: 0.1949 - accuracy: 0.9304 Epoch 64/100 326/326 [==============================] - 0s 355us/step - loss: 0.1950 - accuracy: 0.9309 Epoch 65/100 326/326 [==============================] - 0s 355us/step - loss: 0.1949 - accuracy: 0.9308 Epoch 66/100 326/326 [==============================] - 0s 354us/step - loss: 0.1949 - accuracy: 0.9306 Epoch 67/100 326/326 [==============================] - 0s 354us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 68/100 326/326 [==============================] - 0s 355us/step - loss: 0.1947 - accuracy: 0.9307 Epoch 69/100 326/326 [==============================] - 0s 356us/step - loss: 0.1947 - accuracy: 0.9309 Epoch 70/100 326/326 [==============================] - 0s 354us/step - loss: 0.1946 - accuracy: 0.9309 Epoch 71/100 326/326 [==============================] - 0s 357us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 72/100 326/326 [==============================] - 0s 355us/step - loss: 0.1944 - accuracy: 0.9304 Epoch 73/100 326/326 [==============================] - 0s 356us/step - loss: 0.1945 - accuracy: 0.9307 Epoch 74/100 326/326 [==============================] - 0s 348us/step - loss: 0.1944 - accuracy: 0.9294 Epoch 75/100 326/326 [==============================] - 0s 351us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 76/100 326/326 [==============================] - 0s 345us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 77/100 326/326 [==============================] - 0s 351us/step - loss: 0.1944 - accuracy: 0.9306 Epoch 78/100 326/326 [==============================] - 0s 353us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 79/100 326/326 [==============================] - 0s 355us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 80/100 326/326 [==============================] - 0s 357us/step - loss: 0.1942 - accuracy: 0.9303 Epoch 81/100 326/326 [==============================] - 0s 356us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 82/100 326/326 [==============================] - 0s 355us/step - loss: 0.1941 - accuracy: 0.9304 Epoch 83/100 326/326 [==============================] - 0s 353us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 84/100 326/326 [==============================] - 0s 354us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 85/100 326/326 [==============================] - 0s 351us/step - loss: 0.1938 - accuracy: 0.9303 Epoch 86/100 326/326 [==============================] - 0s 354us/step - loss: 0.1936 - accuracy: 0.9313 Epoch 87/100 326/326 [==============================] - 0s 357us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 88/100 326/326 [==============================] - 0s 355us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 89/100 326/326 [==============================] - 0s 355us/step - loss: 0.1934 - accuracy: 0.9315 Epoch 90/100 326/326 [==============================] - 0s 353us/step - loss: 0.1938 - accuracy: 0.9309 Epoch 91/100 326/326 [==============================] - 0s 354us/step - loss: 0.1935 - accuracy: 0.9317 Epoch 92/100 326/326 [==============================] - 0s 360us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 93/100 326/326 [==============================] - 0s 354us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 94/100 326/326 [==============================] - 0s 358us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 95/100 326/326 [==============================] - 0s 352us/step - loss: 0.1935 - accuracy: 0.9313 Epoch 96/100 326/326 [==============================] - 0s 350us/step - loss: 0.1932 - accuracy: 0.9314 Epoch 97/100 326/326 [==============================] - 0s 357us/step - loss: 0.1933 - accuracy: 0.9313 Epoch 98/100 326/326 [==============================] - 0s 355us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 99/100 326/326 [==============================] - 0s 357us/step - loss: 0.1934 - accuracy: 0.9313 Epoch 100/100 326/326 [==============================] - 0s 354us/step - loss: 0.1931 - accuracy: 0.9313 29/29 [==============================] - 0s 343us/step Epoch 1/500 326/326 [==============================] - 0s 377us/step - loss: 0.4151 - accuracy: 0.9292 Epoch 2/500 326/326 [==============================] - 0s 348us/step - loss: 0.2042 - accuracy: 0.9307 Epoch 3/500 326/326 [==============================] - 0s 347us/step - loss: 0.1988 - accuracy: 0.9307 Epoch 4/500 326/326 [==============================] - 0s 342us/step - loss: 0.1967 - accuracy: 0.9307 Epoch 5/500 326/326 [==============================] - 0s 342us/step - loss: 0.1956 - accuracy: 0.9307 Epoch 6/500 326/326 [==============================] - 0s 349us/step - loss: 0.1947 - accuracy: 0.9307 Epoch 7/500 326/326 [==============================] - 0s 344us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 8/500 326/326 [==============================] - 0s 346us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 9/500 326/326 [==============================] - 0s 347us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 10/500 326/326 [==============================] - 0s 348us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 11/500 326/326 [==============================] - 0s 343us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 12/500 326/326 [==============================] - 0s 343us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 13/500 326/326 [==============================] - 0s 397us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 14/500 326/326 [==============================] - 0s 348us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 15/500 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 16/500 326/326 [==============================] - 0s 348us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 17/500 326/326 [==============================] - 0s 343us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 18/500 326/326 [==============================] - 0s 339us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 19/500 326/326 [==============================] - 0s 337us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 20/500 326/326 [==============================] - 0s 341us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 21/500 326/326 [==============================] - 0s 344us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 22/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 23/500 326/326 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 24/500 326/326 [==============================] - 0s 341us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 25/500 326/326 [==============================] - 0s 344us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 26/500 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 27/500 326/326 [==============================] - 0s 340us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 28/500 326/326 [==============================] - 0s 341us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 29/500 326/326 [==============================] - 0s 343us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 30/500 326/326 [==============================] - 0s 347us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 31/500 326/326 [==============================] - 0s 340us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 32/500 326/326 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 33/500 326/326 [==============================] - 0s 344us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 34/500 326/326 [==============================] - 0s 347us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 35/500 326/326 [==============================] - 0s 347us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 36/500 326/326 [==============================] - 0s 340us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 37/500 326/326 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 38/500 326/326 [==============================] - 0s 340us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 39/500 326/326 [==============================] - 0s 345us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 40/500 326/326 [==============================] - 0s 339us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 41/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 42/500 326/326 [==============================] - 0s 342us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 43/500 326/326 [==============================] - 0s 347us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 44/500 326/326 [==============================] - 0s 338us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 45/500 326/326 [==============================] - 0s 345us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 46/500 326/326 [==============================] - 0s 341us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 47/500 326/326 [==============================] - 0s 347us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 48/500 326/326 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 49/500 326/326 [==============================] - 0s 344us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 50/500 326/326 [==============================] - 0s 338us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 51/500 326/326 [==============================] - 0s 348us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 52/500 326/326 [==============================] - 0s 340us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 53/500 326/326 [==============================] - 0s 349us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 54/500 326/326 [==============================] - 0s 344us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 55/500 326/326 [==============================] - 0s 338us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 56/500 326/326 [==============================] - 0s 341us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 57/500 326/326 [==============================] - 0s 345us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 58/500 326/326 [==============================] - 0s 346us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 59/500 326/326 [==============================] - 0s 347us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 60/500 326/326 [==============================] - 0s 346us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 61/500 326/326 [==============================] - 0s 347us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 62/500 326/326 [==============================] - 0s 341us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 63/500 326/326 [==============================] - 0s 339us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 64/500 326/326 [==============================] - 0s 340us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 65/500 326/326 [==============================] - 0s 343us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 66/500 326/326 [==============================] - 0s 340us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 67/500 326/326 [==============================] - 0s 346us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 68/500 326/326 [==============================] - 0s 342us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 69/500 326/326 [==============================] - 0s 449us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 70/500 326/326 [==============================] - 0s 391us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 71/500 326/326 [==============================] - 0s 388us/step - loss: 0.1889 - accuracy: 0.9305 Epoch 72/500 326/326 [==============================] - 0s 360us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 73/500 326/326 [==============================] - 0s 353us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 74/500 326/326 [==============================] - 0s 352us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 75/500 326/326 [==============================] - 0s 349us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 76/500 326/326 [==============================] - 0s 345us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 77/500 326/326 [==============================] - 0s 353us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 78/500 326/326 [==============================] - 0s 350us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 79/500 326/326 [==============================] - 0s 346us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 80/500 326/326 [==============================] - 0s 347us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 81/500 326/326 [==============================] - 0s 347us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 82/500 326/326 [==============================] - 0s 344us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 83/500 326/326 [==============================] - 0s 345us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 84/500 326/326 [==============================] - 0s 349us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 85/500 326/326 [==============================] - 0s 350us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 86/500 326/326 [==============================] - 0s 352us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 87/500 326/326 [==============================] - 0s 348us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 88/500 326/326 [==============================] - 0s 351us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 89/500 326/326 [==============================] - 0s 347us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 90/500 326/326 [==============================] - 0s 345us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 91/500 326/326 [==============================] - 0s 345us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 92/500 326/326 [==============================] - 0s 349us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 93/500 326/326 [==============================] - 0s 343us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 94/500 326/326 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 95/500 326/326 [==============================] - 0s 342us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 96/500 326/326 [==============================] - 0s 347us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 97/500 326/326 [==============================] - 0s 341us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 98/500 326/326 [==============================] - 0s 340us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 99/500 326/326 [==============================] - 0s 337us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 100/500 326/326 [==============================] - 0s 343us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 101/500 326/326 [==============================] - 0s 349us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 102/500 326/326 [==============================] - 0s 344us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 103/500 326/326 [==============================] - 0s 342us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 104/500 326/326 [==============================] - 0s 345us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 105/500 326/326 [==============================] - 0s 342us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 106/500 326/326 [==============================] - 0s 343us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 107/500 326/326 [==============================] - 0s 343us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 108/500 326/326 [==============================] - 0s 342us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 109/500 326/326 [==============================] - 0s 343us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 110/500 326/326 [==============================] - 0s 337us/step - loss: 0.1887 - accuracy: 0.9299 Epoch 111/500 326/326 [==============================] - 0s 339us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 112/500 326/326 [==============================] - 0s 340us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 113/500 326/326 [==============================] - 0s 345us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 114/500 326/326 [==============================] - 0s 342us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 115/500 326/326 [==============================] - 0s 339us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 116/500 326/326 [==============================] - 0s 342us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 117/500 326/326 [==============================] - 0s 336us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 118/500 326/326 [==============================] - 0s 339us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 119/500 326/326 [==============================] - 0s 350us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 120/500 326/326 [==============================] - 0s 341us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 121/500 326/326 [==============================] - 0s 347us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 122/500 326/326 [==============================] - 0s 348us/step - loss: 0.1883 - accuracy: 0.9314 Epoch 123/500 326/326 [==============================] - 0s 343us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 124/500 326/326 [==============================] - 0s 340us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 125/500 326/326 [==============================] - 0s 346us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 126/500 326/326 [==============================] - 0s 342us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 127/500 326/326 [==============================] - 0s 342us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 128/500 326/326 [==============================] - 0s 342us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 129/500 326/326 [==============================] - 0s 341us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 130/500 326/326 [==============================] - 0s 338us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 131/500 326/326 [==============================] - 0s 342us/step - loss: 0.1881 - accuracy: 0.9313 Epoch 132/500 326/326 [==============================] - 0s 338us/step - loss: 0.1883 - accuracy: 0.9303 Epoch 133/500 326/326 [==============================] - 0s 340us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 134/500 326/326 [==============================] - 0s 345us/step - loss: 0.1882 - accuracy: 0.9312 Epoch 135/500 326/326 [==============================] - 0s 348us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 136/500 326/326 [==============================] - 0s 340us/step - loss: 0.1882 - accuracy: 0.9314 Epoch 137/500 326/326 [==============================] - 0s 346us/step - loss: 0.1879 - accuracy: 0.9309 Epoch 138/500 326/326 [==============================] - 0s 342us/step - loss: 0.1883 - accuracy: 0.9315 Epoch 139/500 326/326 [==============================] - 0s 339us/step - loss: 0.1881 - accuracy: 0.9305 Epoch 140/500 326/326 [==============================] - 0s 341us/step - loss: 0.1881 - accuracy: 0.9309 Epoch 141/500 326/326 [==============================] - 0s 339us/step - loss: 0.1881 - accuracy: 0.9315 Epoch 142/500 326/326 [==============================] - 0s 341us/step - loss: 0.1879 - accuracy: 0.9315 Epoch 143/500 326/326 [==============================] - 0s 343us/step - loss: 0.1880 - accuracy: 0.9313 Epoch 144/500 326/326 [==============================] - 0s 340us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 145/500 326/326 [==============================] - 0s 342us/step - loss: 0.1882 - accuracy: 0.9312 Epoch 146/500 326/326 [==============================] - 0s 349us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 147/500 326/326 [==============================] - 0s 344us/step - loss: 0.1881 - accuracy: 0.9314 Epoch 148/500 326/326 [==============================] - 0s 351us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 149/500 326/326 [==============================] - 0s 347us/step - loss: 0.1879 - accuracy: 0.9314 Epoch 150/500 326/326 [==============================] - 0s 351us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 151/500 326/326 [==============================] - 0s 356us/step - loss: 0.1879 - accuracy: 0.9313 Epoch 152/500 326/326 [==============================] - 0s 412us/step - loss: 0.1879 - accuracy: 0.9312 Epoch 153/500 326/326 [==============================] - 0s 349us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 154/500 326/326 [==============================] - 0s 349us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 155/500 326/326 [==============================] - 0s 349us/step - loss: 0.1881 - accuracy: 0.9313 Epoch 156/500 326/326 [==============================] - 0s 342us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 157/500 326/326 [==============================] - 0s 348us/step - loss: 0.1880 - accuracy: 0.9314 Epoch 158/500 326/326 [==============================] - 0s 353us/step - loss: 0.1880 - accuracy: 0.9313 Epoch 159/500 326/326 [==============================] - 0s 339us/step - loss: 0.1879 - accuracy: 0.9310 Epoch 160/500 326/326 [==============================] - 0s 345us/step - loss: 0.1877 - accuracy: 0.9312 Epoch 161/500 326/326 [==============================] - 0s 351us/step - loss: 0.1878 - accuracy: 0.9310 Epoch 162/500 326/326 [==============================] - 0s 347us/step - loss: 0.1879 - accuracy: 0.9310 Epoch 163/500 326/326 [==============================] - 0s 343us/step - loss: 0.1878 - accuracy: 0.9309 Epoch 164/500 326/326 [==============================] - 0s 354us/step - loss: 0.1880 - accuracy: 0.9314 Epoch 165/500 326/326 [==============================] - 0s 351us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 166/500 326/326 [==============================] - 0s 341us/step - loss: 0.1877 - accuracy: 0.9312 Epoch 167/500 326/326 [==============================] - 0s 342us/step - loss: 0.1876 - accuracy: 0.9314 Epoch 168/500 326/326 [==============================] - 0s 349us/step - loss: 0.1878 - accuracy: 0.9310 Epoch 169/500 326/326 [==============================] - 0s 387us/step - loss: 0.1879 - accuracy: 0.9314 Epoch 170/500 326/326 [==============================] - 0s 366us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 171/500 326/326 [==============================] - 0s 347us/step - loss: 0.1877 - accuracy: 0.9312 Epoch 172/500 326/326 [==============================] - 0s 355us/step - loss: 0.1877 - accuracy: 0.9312 Epoch 173/500 326/326 [==============================] - 0s 346us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 174/500 326/326 [==============================] - 0s 344us/step - loss: 0.1878 - accuracy: 0.9312 Epoch 175/500 326/326 [==============================] - 0s 344us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 176/500 326/326 [==============================] - 0s 348us/step - loss: 0.1877 - accuracy: 0.9312 Epoch 177/500 326/326 [==============================] - 0s 348us/step - loss: 0.1876 - accuracy: 0.9309 Epoch 178/500 326/326 [==============================] - 0s 351us/step - loss: 0.1873 - accuracy: 0.9308 Epoch 179/500 326/326 [==============================] - 0s 344us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 180/500 326/326 [==============================] - 0s 340us/step - loss: 0.1875 - accuracy: 0.9313 Epoch 181/500 326/326 [==============================] - 0s 342us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 182/500 326/326 [==============================] - 0s 335us/step - loss: 0.1877 - accuracy: 0.9309 Epoch 183/500 326/326 [==============================] - 0s 346us/step - loss: 0.1878 - accuracy: 0.9308 Epoch 184/500 326/326 [==============================] - 0s 343us/step - loss: 0.1877 - accuracy: 0.9309 Epoch 185/500 326/326 [==============================] - 0s 348us/step - loss: 0.1875 - accuracy: 0.9309 Epoch 186/500 326/326 [==============================] - 0s 345us/step - loss: 0.1875 - accuracy: 0.9315 Epoch 187/500 326/326 [==============================] - 0s 344us/step - loss: 0.1877 - accuracy: 0.9308 Epoch 188/500 326/326 [==============================] - 0s 345us/step - loss: 0.1875 - accuracy: 0.9312 Epoch 189/500 326/326 [==============================] - 0s 341us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 190/500 326/326 [==============================] - 0s 342us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 191/500 326/326 [==============================] - 0s 340us/step - loss: 0.1877 - accuracy: 0.9310 Epoch 192/500 326/326 [==============================] - 0s 344us/step - loss: 0.1877 - accuracy: 0.9314 Epoch 193/500 326/326 [==============================] - 0s 341us/step - loss: 0.1875 - accuracy: 0.9310 Epoch 194/500 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9314 Epoch 195/500 326/326 [==============================] - 0s 338us/step - loss: 0.1875 - accuracy: 0.9312 Epoch 196/500 326/326 [==============================] - 0s 344us/step - loss: 0.1877 - accuracy: 0.9314 Epoch 197/500 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 198/500 326/326 [==============================] - 0s 339us/step - loss: 0.1876 - accuracy: 0.9309 Epoch 199/500 326/326 [==============================] - 0s 339us/step - loss: 0.1877 - accuracy: 0.9314 Epoch 200/500 326/326 [==============================] - 0s 340us/step - loss: 0.1877 - accuracy: 0.9314 Epoch 201/500 326/326 [==============================] - 0s 340us/step - loss: 0.1874 - accuracy: 0.9313 Epoch 202/500 326/326 [==============================] - 0s 341us/step - loss: 0.1875 - accuracy: 0.9309 Epoch 203/500 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 204/500 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 205/500 326/326 [==============================] - 0s 347us/step - loss: 0.1876 - accuracy: 0.9313 Epoch 206/500 326/326 [==============================] - 0s 347us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 207/500 326/326 [==============================] - 0s 343us/step - loss: 0.1877 - accuracy: 0.9317 Epoch 208/500 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9308 Epoch 209/500 326/326 [==============================] - 0s 367us/step - loss: 0.1874 - accuracy: 0.9310 Epoch 210/500 326/326 [==============================] - 0s 386us/step - loss: 0.1877 - accuracy: 0.9310 Epoch 211/500 326/326 [==============================] - 0s 382us/step - loss: 0.1874 - accuracy: 0.9308 Epoch 212/500 326/326 [==============================] - 0s 370us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 213/500 326/326 [==============================] - 0s 341us/step - loss: 0.1874 - accuracy: 0.9310 Epoch 214/500 326/326 [==============================] - 0s 341us/step - loss: 0.1874 - accuracy: 0.9313 Epoch 215/500 326/326 [==============================] - 0s 351us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 216/500 326/326 [==============================] - 0s 347us/step - loss: 0.1875 - accuracy: 0.9314 Epoch 217/500 326/326 [==============================] - 0s 338us/step - loss: 0.1874 - accuracy: 0.9312 Epoch 218/500 326/326 [==============================] - 0s 350us/step - loss: 0.1875 - accuracy: 0.9310 Epoch 219/500 326/326 [==============================] - 0s 342us/step - loss: 0.1875 - accuracy: 0.9318 Epoch 220/500 326/326 [==============================] - 0s 340us/step - loss: 0.1875 - accuracy: 0.9305 Epoch 221/500 326/326 [==============================] - 0s 345us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 222/500 326/326 [==============================] - 0s 345us/step - loss: 0.1871 - accuracy: 0.9315 Epoch 223/500 326/326 [==============================] - 0s 345us/step - loss: 0.1876 - accuracy: 0.9310 Epoch 224/500 326/326 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9309 Epoch 225/500 326/326 [==============================] - 0s 346us/step - loss: 0.1874 - accuracy: 0.9310 Epoch 226/500 326/326 [==============================] - 0s 336us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 227/500 326/326 [==============================] - 0s 343us/step - loss: 0.1875 - accuracy: 0.9309 Epoch 228/500 326/326 [==============================] - 0s 352us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 229/500 326/326 [==============================] - 0s 339us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 230/500 326/326 [==============================] - 0s 345us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 231/500 326/326 [==============================] - 0s 349us/step - loss: 0.1874 - accuracy: 0.9312 Epoch 232/500 326/326 [==============================] - 0s 349us/step - loss: 0.1874 - accuracy: 0.9310 Epoch 233/500 326/326 [==============================] - 0s 347us/step - loss: 0.1875 - accuracy: 0.9308 Epoch 234/500 326/326 [==============================] - 0s 350us/step - loss: 0.1875 - accuracy: 0.9309 Epoch 235/500 326/326 [==============================] - 0s 348us/step - loss: 0.1875 - accuracy: 0.9314 Epoch 236/500 326/326 [==============================] - 0s 346us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 237/500 326/326 [==============================] - 0s 347us/step - loss: 0.1874 - accuracy: 0.9314 Epoch 238/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9319 Epoch 239/500 326/326 [==============================] - 0s 344us/step - loss: 0.1873 - accuracy: 0.9312 Epoch 240/500 326/326 [==============================] - 0s 342us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 241/500 326/326 [==============================] - 0s 342us/step - loss: 0.1874 - accuracy: 0.9309 Epoch 242/500 326/326 [==============================] - 0s 346us/step - loss: 0.1874 - accuracy: 0.9310 Epoch 243/500 326/326 [==============================] - 0s 347us/step - loss: 0.1872 - accuracy: 0.9309 Epoch 244/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 245/500 326/326 [==============================] - 0s 351us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 246/500 326/326 [==============================] - 0s 349us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 247/500 326/326 [==============================] - 0s 350us/step - loss: 0.1874 - accuracy: 0.9317 Epoch 248/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9310 Epoch 249/500 326/326 [==============================] - 0s 350us/step - loss: 0.1872 - accuracy: 0.9310 Epoch 250/500 326/326 [==============================] - 0s 344us/step - loss: 0.1874 - accuracy: 0.9312 Epoch 251/500 326/326 [==============================] - 0s 338us/step - loss: 0.1872 - accuracy: 0.9309 Epoch 252/500 326/326 [==============================] - 0s 338us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 253/500 326/326 [==============================] - 0s 342us/step - loss: 0.1874 - accuracy: 0.9309 Epoch 254/500 326/326 [==============================] - 0s 341us/step - loss: 0.1873 - accuracy: 0.9318 Epoch 255/500 326/326 [==============================] - 0s 342us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 256/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9310 Epoch 257/500 326/326 [==============================] - 0s 338us/step - loss: 0.1872 - accuracy: 0.9315 Epoch 258/500 326/326 [==============================] - 0s 338us/step - loss: 0.1872 - accuracy: 0.9314 Epoch 259/500 326/326 [==============================] - 0s 335us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 260/500 326/326 [==============================] - 0s 347us/step - loss: 0.1874 - accuracy: 0.9308 Epoch 261/500 326/326 [==============================] - 0s 340us/step - loss: 0.1872 - accuracy: 0.9313 Epoch 262/500 326/326 [==============================] - 0s 343us/step - loss: 0.1871 - accuracy: 0.9314 Epoch 263/500 326/326 [==============================] - 0s 341us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 264/500 326/326 [==============================] - 0s 344us/step - loss: 0.1872 - accuracy: 0.9314 Epoch 265/500 326/326 [==============================] - 0s 340us/step - loss: 0.1872 - accuracy: 0.9313 Epoch 266/500 326/326 [==============================] - 0s 346us/step - loss: 0.1872 - accuracy: 0.9309 Epoch 267/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9315 Epoch 268/500 326/326 [==============================] - 0s 344us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 269/500 326/326 [==============================] - 0s 341us/step - loss: 0.1871 - accuracy: 0.9312 Epoch 270/500 326/326 [==============================] - 0s 344us/step - loss: 0.1872 - accuracy: 0.9309 Epoch 271/500 326/326 [==============================] - 0s 341us/step - loss: 0.1872 - accuracy: 0.9310 Epoch 272/500 326/326 [==============================] - 0s 339us/step - loss: 0.1872 - accuracy: 0.9319 Epoch 273/500 326/326 [==============================] - 0s 336us/step - loss: 0.1872 - accuracy: 0.9308 Epoch 274/500 326/326 [==============================] - 0s 338us/step - loss: 0.1873 - accuracy: 0.9307 Epoch 275/500 326/326 [==============================] - 0s 343us/step - loss: 0.1872 - accuracy: 0.9308 Epoch 276/500 326/326 [==============================] - 0s 343us/step - loss: 0.1872 - accuracy: 0.9314 Epoch 277/500 326/326 [==============================] - 0s 340us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 278/500 326/326 [==============================] - 0s 365us/step - loss: 0.1871 - accuracy: 0.9307 Epoch 279/500 326/326 [==============================] - 0s 363us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 280/500 326/326 [==============================] - 0s 352us/step - loss: 0.1872 - accuracy: 0.9313 Epoch 281/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 282/500 326/326 [==============================] - 0s 347us/step - loss: 0.1871 - accuracy: 0.9318 Epoch 283/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9321 Epoch 284/500 326/326 [==============================] - 0s 343us/step - loss: 0.1872 - accuracy: 0.9313 Epoch 285/500 326/326 [==============================] - 0s 342us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 286/500 326/326 [==============================] - 0s 347us/step - loss: 0.1873 - accuracy: 0.9321 Epoch 287/500 326/326 [==============================] - 0s 340us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 288/500 326/326 [==============================] - 0s 348us/step - loss: 0.1872 - accuracy: 0.9313 Epoch 289/500 326/326 [==============================] - 0s 342us/step - loss: 0.1870 - accuracy: 0.9305 Epoch 290/500 326/326 [==============================] - 0s 338us/step - loss: 0.1871 - accuracy: 0.9312 Epoch 291/500 326/326 [==============================] - 0s 336us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 292/500 326/326 [==============================] - 0s 341us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 293/500 326/326 [==============================] - 0s 340us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 294/500 326/326 [==============================] - 0s 344us/step - loss: 0.1871 - accuracy: 0.9309 Epoch 295/500 326/326 [==============================] - 0s 345us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 296/500 326/326 [==============================] - 0s 348us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 297/500 326/326 [==============================] - 0s 348us/step - loss: 0.1870 - accuracy: 0.9309 Epoch 298/500 326/326 [==============================] - 0s 344us/step - loss: 0.1872 - accuracy: 0.9308 Epoch 299/500 326/326 [==============================] - 0s 344us/step - loss: 0.1871 - accuracy: 0.9313 Epoch 300/500 326/326 [==============================] - 0s 340us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 301/500 326/326 [==============================] - 0s 342us/step - loss: 0.1871 - accuracy: 0.9308 Epoch 302/500 326/326 [==============================] - 0s 344us/step - loss: 0.1870 - accuracy: 0.9309 Epoch 303/500 326/326 [==============================] - 0s 343us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 304/500 326/326 [==============================] - 0s 347us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 305/500 326/326 [==============================] - 0s 341us/step - loss: 0.1871 - accuracy: 0.9309 Epoch 306/500 326/326 [==============================] - 0s 339us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 307/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 308/500 326/326 [==============================] - 0s 346us/step - loss: 0.1870 - accuracy: 0.9304 Epoch 309/500 326/326 [==============================] - 0s 349us/step - loss: 0.1870 - accuracy: 0.9312 Epoch 310/500 326/326 [==============================] - 0s 342us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 311/500 326/326 [==============================] - 0s 350us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 312/500 326/326 [==============================] - 0s 343us/step - loss: 0.1869 - accuracy: 0.9307 Epoch 313/500 326/326 [==============================] - 0s 343us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 314/500 326/326 [==============================] - 0s 351us/step - loss: 0.1872 - accuracy: 0.9312 Epoch 315/500 326/326 [==============================] - 0s 350us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 316/500 326/326 [==============================] - 0s 346us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 317/500 326/326 [==============================] - 0s 349us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 318/500 326/326 [==============================] - 0s 348us/step - loss: 0.1871 - accuracy: 0.9315 Epoch 319/500 326/326 [==============================] - 0s 344us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 320/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 321/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 322/500 326/326 [==============================] - 0s 342us/step - loss: 0.1870 - accuracy: 0.9308 Epoch 323/500 326/326 [==============================] - 0s 355us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 324/500 326/326 [==============================] - 0s 347us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 325/500 326/326 [==============================] - 0s 413us/step - loss: 0.1870 - accuracy: 0.9308 Epoch 326/500 326/326 [==============================] - 0s 347us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 327/500 326/326 [==============================] - 0s 343us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 328/500 326/326 [==============================] - 0s 346us/step - loss: 0.1870 - accuracy: 0.9309 Epoch 329/500 326/326 [==============================] - 0s 348us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 330/500 326/326 [==============================] - 0s 346us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 331/500 326/326 [==============================] - 0s 343us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 332/500 326/326 [==============================] - 0s 351us/step - loss: 0.1870 - accuracy: 0.9315 Epoch 333/500 326/326 [==============================] - 0s 338us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 334/500 326/326 [==============================] - 0s 338us/step - loss: 0.1871 - accuracy: 0.9313 Epoch 335/500 326/326 [==============================] - 0s 338us/step - loss: 0.1869 - accuracy: 0.9308 Epoch 336/500 326/326 [==============================] - 0s 346us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 337/500 326/326 [==============================] - 0s 344us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 338/500 326/326 [==============================] - 0s 341us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 339/500 326/326 [==============================] - 0s 345us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 340/500 326/326 [==============================] - 0s 339us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 341/500 326/326 [==============================] - 0s 337us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 342/500 326/326 [==============================] - 0s 341us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 343/500 326/326 [==============================] - 0s 335us/step - loss: 0.1869 - accuracy: 0.9317 Epoch 344/500 326/326 [==============================] - 0s 343us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 345/500 326/326 [==============================] - 0s 341us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 346/500 326/326 [==============================] - 0s 345us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 347/500 326/326 [==============================] - 0s 336us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 348/500 326/326 [==============================] - 0s 341us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 349/500 326/326 [==============================] - 0s 350us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 350/500 326/326 [==============================] - 0s 376us/step - loss: 0.1869 - accuracy: 0.9309 Epoch 351/500 326/326 [==============================] - 0s 391us/step - loss: 0.1866 - accuracy: 0.9307 Epoch 352/500 326/326 [==============================] - 0s 383us/step - loss: 0.1868 - accuracy: 0.9317 Epoch 353/500 326/326 [==============================] - 0s 358us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 354/500 326/326 [==============================] - 0s 348us/step - loss: 0.1869 - accuracy: 0.9312 Epoch 355/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 356/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9323 Epoch 357/500 326/326 [==============================] - 0s 342us/step - loss: 0.1869 - accuracy: 0.9309 Epoch 358/500 326/326 [==============================] - 0s 348us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 359/500 326/326 [==============================] - 0s 342us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 360/500 326/326 [==============================] - 0s 340us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 361/500 326/326 [==============================] - 0s 342us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 362/500 326/326 [==============================] - 0s 339us/step - loss: 0.1867 - accuracy: 0.9313 Epoch 363/500 326/326 [==============================] - 0s 337us/step - loss: 0.1868 - accuracy: 0.9313 Epoch 364/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 365/500 326/326 [==============================] - 0s 344us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 366/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 367/500 326/326 [==============================] - 0s 346us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 368/500 326/326 [==============================] - 0s 347us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 369/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9308 Epoch 370/500 326/326 [==============================] - 0s 340us/step - loss: 0.1868 - accuracy: 0.9308 Epoch 371/500 326/326 [==============================] - 0s 341us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 372/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 373/500 326/326 [==============================] - 0s 346us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 374/500 326/326 [==============================] - 0s 346us/step - loss: 0.1868 - accuracy: 0.9313 Epoch 375/500 326/326 [==============================] - 0s 343us/step - loss: 0.1867 - accuracy: 0.9315 Epoch 376/500 326/326 [==============================] - 0s 344us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 377/500 326/326 [==============================] - 0s 340us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 378/500 326/326 [==============================] - 0s 337us/step - loss: 0.1869 - accuracy: 0.9317 Epoch 379/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 380/500 326/326 [==============================] - 0s 343us/step - loss: 0.1867 - accuracy: 0.9313 Epoch 381/500 326/326 [==============================] - 0s 340us/step - loss: 0.1868 - accuracy: 0.9308 Epoch 382/500 326/326 [==============================] - 0s 340us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 383/500 326/326 [==============================] - 0s 342us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 384/500 326/326 [==============================] - 0s 344us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 385/500 326/326 [==============================] - 0s 349us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 386/500 326/326 [==============================] - 0s 347us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 387/500 326/326 [==============================] - 0s 349us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 388/500 326/326 [==============================] - 0s 350us/step - loss: 0.1868 - accuracy: 0.9319 Epoch 389/500 326/326 [==============================] - 0s 348us/step - loss: 0.1869 - accuracy: 0.9307 Epoch 390/500 326/326 [==============================] - 0s 343us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 391/500 326/326 [==============================] - 0s 343us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 392/500 326/326 [==============================] - 0s 346us/step - loss: 0.1866 - accuracy: 0.9308 Epoch 393/500 326/326 [==============================] - 0s 350us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 394/500 326/326 [==============================] - 0s 351us/step - loss: 0.1867 - accuracy: 0.9315 Epoch 395/500 326/326 [==============================] - 0s 346us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 396/500 326/326 [==============================] - 0s 346us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 397/500 326/326 [==============================] - 0s 349us/step - loss: 0.1863 - accuracy: 0.9314 Epoch 398/500 326/326 [==============================] - 0s 345us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 399/500 326/326 [==============================] - 0s 340us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 400/500 326/326 [==============================] - 0s 341us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 401/500 326/326 [==============================] - 0s 342us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 402/500 326/326 [==============================] - 0s 343us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 403/500 326/326 [==============================] - 0s 340us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 404/500 326/326 [==============================] - 0s 351us/step - loss: 0.1868 - accuracy: 0.9313 Epoch 405/500 326/326 [==============================] - 0s 351us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 406/500 326/326 [==============================] - 0s 346us/step - loss: 0.1864 - accuracy: 0.9308 Epoch 407/500 326/326 [==============================] - 0s 343us/step - loss: 0.1864 - accuracy: 0.9318 Epoch 408/500 326/326 [==============================] - 0s 339us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 409/500 326/326 [==============================] - 0s 340us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 410/500 326/326 [==============================] - 0s 339us/step - loss: 0.1865 - accuracy: 0.9318 Epoch 411/500 326/326 [==============================] - 0s 399us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 412/500 326/326 [==============================] - 0s 352us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 413/500 326/326 [==============================] - 0s 348us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 414/500 326/326 [==============================] - 0s 346us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 415/500 326/326 [==============================] - 0s 347us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 416/500 326/326 [==============================] - 0s 338us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 417/500 326/326 [==============================] - 0s 339us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 418/500 326/326 [==============================] - 0s 336us/step - loss: 0.1867 - accuracy: 0.9313 Epoch 419/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 420/500 326/326 [==============================] - 0s 337us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 421/500 326/326 [==============================] - 0s 341us/step - loss: 0.1867 - accuracy: 0.9305 Epoch 422/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 423/500 326/326 [==============================] - 0s 340us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 424/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 425/500 326/326 [==============================] - 0s 343us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 426/500 326/326 [==============================] - 0s 340us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 427/500 326/326 [==============================] - 0s 342us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 428/500 326/326 [==============================] - 0s 344us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 429/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 430/500 326/326 [==============================] - 0s 337us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 431/500 326/326 [==============================] - 0s 340us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 432/500 326/326 [==============================] - 0s 340us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 433/500 326/326 [==============================] - 0s 337us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 434/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 435/500 326/326 [==============================] - 0s 338us/step - loss: 0.1864 - accuracy: 0.9315 Epoch 436/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 437/500 326/326 [==============================] - 0s 349us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 438/500 326/326 [==============================] - 0s 374us/step - loss: 0.1863 - accuracy: 0.9310 Epoch 439/500 326/326 [==============================] - 0s 378us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 440/500 326/326 [==============================] - 0s 348us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 441/500 326/326 [==============================] - 0s 346us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 442/500 326/326 [==============================] - 0s 350us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 443/500 326/326 [==============================] - 0s 347us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 444/500 326/326 [==============================] - 0s 417us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 445/500 326/326 [==============================] - 0s 352us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 446/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 447/500 326/326 [==============================] - 0s 348us/step - loss: 0.1868 - accuracy: 0.9320 Epoch 448/500 326/326 [==============================] - 0s 344us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 449/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 450/500 326/326 [==============================] - 0s 343us/step - loss: 0.1862 - accuracy: 0.9320 Epoch 451/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 452/500 326/326 [==============================] - 0s 342us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 453/500 326/326 [==============================] - 0s 339us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 454/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 455/500 326/326 [==============================] - 0s 349us/step - loss: 0.1865 - accuracy: 0.9318 Epoch 456/500 326/326 [==============================] - 0s 357us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 457/500 326/326 [==============================] - 0s 347us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 458/500 326/326 [==============================] - 0s 347us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 459/500 326/326 [==============================] - 0s 346us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 460/500 326/326 [==============================] - 0s 338us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 461/500 326/326 [==============================] - 0s 343us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 462/500 326/326 [==============================] - 0s 338us/step - loss: 0.1864 - accuracy: 0.9309 Epoch 463/500 326/326 [==============================] - 0s 344us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 464/500 326/326 [==============================] - 0s 345us/step - loss: 0.1864 - accuracy: 0.9312 Epoch 465/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9319 Epoch 466/500 326/326 [==============================] - 0s 345us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 467/500 326/326 [==============================] - 0s 338us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 468/500 326/326 [==============================] - 0s 349us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 469/500 326/326 [==============================] - 0s 341us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 470/500 326/326 [==============================] - 0s 348us/step - loss: 0.1866 - accuracy: 0.9308 Epoch 471/500 326/326 [==============================] - 0s 346us/step - loss: 0.1866 - accuracy: 0.9307 Epoch 472/500 326/326 [==============================] - 0s 341us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 473/500 326/326 [==============================] - 0s 350us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 474/500 326/326 [==============================] - 0s 353us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 475/500 326/326 [==============================] - 0s 349us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 476/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9313 Epoch 477/500 326/326 [==============================] - 0s 349us/step - loss: 0.1862 - accuracy: 0.9315 Epoch 478/500 326/326 [==============================] - 0s 340us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 479/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 480/500 326/326 [==============================] - 0s 342us/step - loss: 0.1863 - accuracy: 0.9307 Epoch 481/500 326/326 [==============================] - 0s 339us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 482/500 326/326 [==============================] - 0s 344us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 483/500 326/326 [==============================] - 0s 351us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 484/500 326/326 [==============================] - 0s 345us/step - loss: 0.1864 - accuracy: 0.9309 Epoch 485/500 326/326 [==============================] - 0s 336us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 486/500 326/326 [==============================] - 0s 341us/step - loss: 0.1863 - accuracy: 0.9319 Epoch 487/500 326/326 [==============================] - 0s 342us/step - loss: 0.1866 - accuracy: 0.9303 Epoch 488/500 326/326 [==============================] - 0s 345us/step - loss: 0.1866 - accuracy: 0.9308 Epoch 489/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 490/500 326/326 [==============================] - 0s 363us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 491/500 326/326 [==============================] - 0s 394us/step - loss: 0.1864 - accuracy: 0.9314 Epoch 492/500 326/326 [==============================] - 0s 387us/step - loss: 0.1865 - accuracy: 0.9321 Epoch 493/500 326/326 [==============================] - 0s 373us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 494/500 326/326 [==============================] - 0s 347us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 495/500 326/326 [==============================] - 0s 340us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 496/500 326/326 [==============================] - 0s 341us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 497/500 326/326 [==============================] - 0s 340us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 498/500 326/326 [==============================] - 0s 342us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 499/500 326/326 [==============================] - 0s 351us/step - loss: 0.1864 - accuracy: 0.9308 Epoch 500/500 326/326 [==============================] - 0s 347us/step - loss: 0.1865 - accuracy: 0.9310 29/29 [==============================] - 0s 318us/step Epoch 1/500 326/326 [==============================] - 0s 373us/step - loss: 0.3992 - accuracy: 0.9288 Epoch 2/500 326/326 [==============================] - 0s 350us/step - loss: 0.2058 - accuracy: 0.9301 Epoch 3/500 326/326 [==============================] - 0s 341us/step - loss: 0.2008 - accuracy: 0.9301 Epoch 4/500 326/326 [==============================] - 0s 350us/step - loss: 0.1987 - accuracy: 0.9301 Epoch 5/500 326/326 [==============================] - 0s 342us/step - loss: 0.1975 - accuracy: 0.9301 Epoch 6/500 326/326 [==============================] - 0s 339us/step - loss: 0.1970 - accuracy: 0.9301 Epoch 7/500 326/326 [==============================] - 0s 343us/step - loss: 0.1962 - accuracy: 0.9301 Epoch 8/500 326/326 [==============================] - 0s 341us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 9/500 326/326 [==============================] - 0s 348us/step - loss: 0.1957 - accuracy: 0.9301 Epoch 10/500 326/326 [==============================] - 0s 340us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 11/500 326/326 [==============================] - 0s 346us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 12/500 326/326 [==============================] - 0s 344us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 13/500 326/326 [==============================] - 0s 338us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 14/500 326/326 [==============================] - 0s 343us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 15/500 326/326 [==============================] - 0s 344us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 16/500 326/326 [==============================] - 0s 339us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 17/500 326/326 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 18/500 326/326 [==============================] - 0s 350us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 19/500 326/326 [==============================] - 0s 347us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 20/500 326/326 [==============================] - 0s 341us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 21/500 326/326 [==============================] - 0s 348us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 22/500 326/326 [==============================] - 0s 343us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 23/500 326/326 [==============================] - 0s 340us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 24/500 326/326 [==============================] - 0s 347us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 25/500 326/326 [==============================] - 0s 349us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 26/500 326/326 [==============================] - 0s 345us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 27/500 326/326 [==============================] - 0s 339us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 28/500 326/326 [==============================] - 0s 340us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 29/500 326/326 [==============================] - 0s 348us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 30/500 326/326 [==============================] - 0s 343us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 31/500 326/326 [==============================] - 0s 350us/step - loss: 0.1921 - accuracy: 0.9302 Epoch 32/500 326/326 [==============================] - 0s 345us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 33/500 326/326 [==============================] - 0s 342us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 34/500 326/326 [==============================] - 0s 341us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 35/500 326/326 [==============================] - 0s 344us/step - loss: 0.1919 - accuracy: 0.9302 Epoch 36/500 326/326 [==============================] - 0s 346us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 37/500 326/326 [==============================] - 0s 344us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 38/500 326/326 [==============================] - 0s 339us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 39/500 326/326 [==============================] - 0s 345us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 40/500 326/326 [==============================] - 0s 344us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 41/500 326/326 [==============================] - 0s 350us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 42/500 326/326 [==============================] - 0s 403us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 43/500 326/326 [==============================] - 0s 353us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 44/500 326/326 [==============================] - 0s 348us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 45/500 326/326 [==============================] - 0s 344us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 46/500 326/326 [==============================] - 0s 347us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 47/500 326/326 [==============================] - 0s 349us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 48/500 326/326 [==============================] - 0s 342us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 49/500 326/326 [==============================] - 0s 414us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 50/500 326/326 [==============================] - 0s 351us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 51/500 326/326 [==============================] - 0s 346us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 52/500 326/326 [==============================] - 0s 348us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 53/500 326/326 [==============================] - 0s 345us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 54/500 326/326 [==============================] - 0s 349us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 55/500 326/326 [==============================] - 0s 353us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 56/500 326/326 [==============================] - 0s 352us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 57/500 326/326 [==============================] - 0s 348us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 58/500 326/326 [==============================] - 0s 349us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 59/500 326/326 [==============================] - 0s 354us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 60/500 326/326 [==============================] - 0s 350us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 61/500 326/326 [==============================] - 0s 347us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 62/500 326/326 [==============================] - 0s 346us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 63/500 326/326 [==============================] - 0s 346us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 64/500 326/326 [==============================] - 0s 342us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 65/500 326/326 [==============================] - 0s 344us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 66/500 326/326 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 67/500 326/326 [==============================] - 0s 339us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 68/500 326/326 [==============================] - 0s 346us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 69/500 326/326 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 70/500 326/326 [==============================] - 0s 340us/step - loss: 0.1904 - accuracy: 0.9301 Epoch 71/500 326/326 [==============================] - 0s 345us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 72/500 326/326 [==============================] - 0s 344us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 73/500 326/326 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 74/500 326/326 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 75/500 326/326 [==============================] - 0s 341us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 76/500 326/326 [==============================] - 0s 338us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 77/500 326/326 [==============================] - 0s 342us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 78/500 326/326 [==============================] - 0s 348us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 79/500 326/326 [==============================] - 0s 340us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 80/500 326/326 [==============================] - 0s 340us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 81/500 326/326 [==============================] - 0s 341us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 82/500 326/326 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 83/500 326/326 [==============================] - 0s 343us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 84/500 326/326 [==============================] - 0s 343us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 85/500 326/326 [==============================] - 0s 344us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 86/500 326/326 [==============================] - 0s 346us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 87/500 326/326 [==============================] - 0s 347us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 88/500 326/326 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 89/500 326/326 [==============================] - 0s 340us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 90/500 326/326 [==============================] - 0s 345us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 91/500 326/326 [==============================] - 0s 348us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 92/500 326/326 [==============================] - 0s 341us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 93/500 326/326 [==============================] - 0s 341us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 94/500 326/326 [==============================] - 0s 340us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 95/500 326/326 [==============================] - 0s 343us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 96/500 326/326 [==============================] - 0s 341us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 97/500 326/326 [==============================] - 0s 340us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 98/500 326/326 [==============================] - 0s 341us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 99/500 326/326 [==============================] - 0s 340us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 100/500 326/326 [==============================] - 0s 340us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 101/500 326/326 [==============================] - 0s 342us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 102/500 326/326 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 103/500 326/326 [==============================] - 0s 343us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 104/500 326/326 [==============================] - 0s 342us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 105/500 326/326 [==============================] - 0s 346us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 106/500 326/326 [==============================] - 0s 348us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 107/500 326/326 [==============================] - 0s 351us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 108/500 326/326 [==============================] - 0s 341us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 109/500 326/326 [==============================] - 0s 349us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 110/500 326/326 [==============================] - 0s 339us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 111/500 326/326 [==============================] - 0s 348us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 112/500 326/326 [==============================] - 0s 340us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 113/500 326/326 [==============================] - 0s 349us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 114/500 326/326 [==============================] - 0s 349us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 115/500 326/326 [==============================] - 0s 348us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 116/500 326/326 [==============================] - 0s 344us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 117/500 326/326 [==============================] - 0s 344us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 118/500 326/326 [==============================] - 0s 340us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 119/500 326/326 [==============================] - 0s 344us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 120/500 326/326 [==============================] - 0s 344us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 121/500 326/326 [==============================] - 0s 343us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 122/500 326/326 [==============================] - 0s 351us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 123/500 326/326 [==============================] - 0s 353us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 124/500 326/326 [==============================] - 0s 341us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 125/500 326/326 [==============================] - 0s 343us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 126/500 326/326 [==============================] - 0s 348us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 127/500 326/326 [==============================] - 0s 341us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 128/500 326/326 [==============================] - 0s 365us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 129/500 326/326 [==============================] - 0s 379us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 130/500 326/326 [==============================] - 0s 385us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 131/500 326/326 [==============================] - 0s 388us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 132/500 326/326 [==============================] - 0s 352us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 133/500 326/326 [==============================] - 0s 349us/step - loss: 0.1884 - accuracy: 0.9315 Epoch 134/500 326/326 [==============================] - 0s 344us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 135/500 326/326 [==============================] - 0s 343us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 136/500 326/326 [==============================] - 0s 343us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 137/500 326/326 [==============================] - 0s 347us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 138/500 326/326 [==============================] - 0s 342us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 139/500 326/326 [==============================] - 0s 344us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 140/500 326/326 [==============================] - 0s 344us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 141/500 326/326 [==============================] - 0s 345us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 142/500 326/326 [==============================] - 0s 342us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 143/500 326/326 [==============================] - 0s 348us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 144/500 326/326 [==============================] - 0s 341us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 145/500 326/326 [==============================] - 0s 344us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 146/500 326/326 [==============================] - 0s 345us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 147/500 326/326 [==============================] - 0s 341us/step - loss: 0.1886 - accuracy: 0.9314 Epoch 148/500 326/326 [==============================] - 0s 342us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 149/500 326/326 [==============================] - 0s 342us/step - loss: 0.1885 - accuracy: 0.9325 Epoch 150/500 326/326 [==============================] - 0s 346us/step - loss: 0.1883 - accuracy: 0.9320 Epoch 151/500 326/326 [==============================] - 0s 342us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 152/500 326/326 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9317 Epoch 153/500 326/326 [==============================] - 0s 343us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 154/500 326/326 [==============================] - 0s 344us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 155/500 326/326 [==============================] - 0s 340us/step - loss: 0.1883 - accuracy: 0.9314 Epoch 156/500 326/326 [==============================] - 0s 340us/step - loss: 0.1883 - accuracy: 0.9321 Epoch 157/500 326/326 [==============================] - 0s 340us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 158/500 326/326 [==============================] - 0s 348us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 159/500 326/326 [==============================] - 0s 336us/step - loss: 0.1881 - accuracy: 0.9317 Epoch 160/500 326/326 [==============================] - 0s 343us/step - loss: 0.1880 - accuracy: 0.9315 Epoch 161/500 326/326 [==============================] - 0s 345us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 162/500 326/326 [==============================] - 0s 346us/step - loss: 0.1882 - accuracy: 0.9312 Epoch 163/500 326/326 [==============================] - 0s 416us/step - loss: 0.1883 - accuracy: 0.9314 Epoch 164/500 326/326 [==============================] - 0s 350us/step - loss: 0.1881 - accuracy: 0.9315 Epoch 165/500 326/326 [==============================] - 0s 347us/step - loss: 0.1881 - accuracy: 0.9319 Epoch 166/500 326/326 [==============================] - 0s 344us/step - loss: 0.1880 - accuracy: 0.9315 Epoch 167/500 326/326 [==============================] - 0s 347us/step - loss: 0.1880 - accuracy: 0.9317 Epoch 168/500 326/326 [==============================] - 0s 348us/step - loss: 0.1881 - accuracy: 0.9318 Epoch 169/500 326/326 [==============================] - 0s 344us/step - loss: 0.1880 - accuracy: 0.9313 Epoch 170/500 326/326 [==============================] - 0s 343us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 171/500 326/326 [==============================] - 0s 342us/step - loss: 0.1880 - accuracy: 0.9314 Epoch 172/500 326/326 [==============================] - 0s 342us/step - loss: 0.1878 - accuracy: 0.9317 Epoch 173/500 326/326 [==============================] - 0s 344us/step - loss: 0.1880 - accuracy: 0.9314 Epoch 174/500 326/326 [==============================] - 0s 349us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 175/500 326/326 [==============================] - 0s 351us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 176/500 326/326 [==============================] - 0s 353us/step - loss: 0.1882 - accuracy: 0.9309 Epoch 177/500 326/326 [==============================] - 0s 348us/step - loss: 0.1880 - accuracy: 0.9319 Epoch 178/500 326/326 [==============================] - 0s 347us/step - loss: 0.1879 - accuracy: 0.9314 Epoch 179/500 326/326 [==============================] - 0s 337us/step - loss: 0.1878 - accuracy: 0.9310 Epoch 180/500 326/326 [==============================] - 0s 343us/step - loss: 0.1878 - accuracy: 0.9312 Epoch 181/500 326/326 [==============================] - 0s 342us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 182/500 326/326 [==============================] - 0s 346us/step - loss: 0.1878 - accuracy: 0.9321 Epoch 183/500 326/326 [==============================] - 0s 343us/step - loss: 0.1878 - accuracy: 0.9321 Epoch 184/500 326/326 [==============================] - 0s 343us/step - loss: 0.1877 - accuracy: 0.9305 Epoch 185/500 326/326 [==============================] - 0s 348us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 186/500 326/326 [==============================] - 0s 342us/step - loss: 0.1878 - accuracy: 0.9318 Epoch 187/500 326/326 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9314 Epoch 188/500 326/326 [==============================] - 0s 340us/step - loss: 0.1878 - accuracy: 0.9319 Epoch 189/500 326/326 [==============================] - 0s 344us/step - loss: 0.1877 - accuracy: 0.9315 Epoch 190/500 326/326 [==============================] - 0s 344us/step - loss: 0.1874 - accuracy: 0.9314 Epoch 191/500 326/326 [==============================] - 0s 340us/step - loss: 0.1879 - accuracy: 0.9323 Epoch 192/500 326/326 [==============================] - 0s 342us/step - loss: 0.1876 - accuracy: 0.9319 Epoch 193/500 326/326 [==============================] - 0s 345us/step - loss: 0.1877 - accuracy: 0.9321 Epoch 194/500 326/326 [==============================] - 0s 342us/step - loss: 0.1876 - accuracy: 0.9319 Epoch 195/500 326/326 [==============================] - 0s 341us/step - loss: 0.1877 - accuracy: 0.9319 Epoch 196/500 326/326 [==============================] - 0s 346us/step - loss: 0.1876 - accuracy: 0.9315 Epoch 197/500 326/326 [==============================] - 0s 342us/step - loss: 0.1875 - accuracy: 0.9314 Epoch 198/500 326/326 [==============================] - 0s 345us/step - loss: 0.1873 - accuracy: 0.9319 Epoch 199/500 326/326 [==============================] - 0s 352us/step - loss: 0.1876 - accuracy: 0.9321 Epoch 200/500 326/326 [==============================] - 0s 347us/step - loss: 0.1876 - accuracy: 0.9310 Epoch 201/500 326/326 [==============================] - 0s 348us/step - loss: 0.1878 - accuracy: 0.9315 Epoch 202/500 326/326 [==============================] - 0s 342us/step - loss: 0.1874 - accuracy: 0.9313 Epoch 203/500 326/326 [==============================] - 0s 342us/step - loss: 0.1876 - accuracy: 0.9323 Epoch 204/500 326/326 [==============================] - 0s 350us/step - loss: 0.1875 - accuracy: 0.9312 Epoch 205/500 326/326 [==============================] - 0s 354us/step - loss: 0.1876 - accuracy: 0.9320 Epoch 206/500 326/326 [==============================] - 0s 348us/step - loss: 0.1875 - accuracy: 0.9313 Epoch 207/500 326/326 [==============================] - 0s 351us/step - loss: 0.1871 - accuracy: 0.9313 Epoch 208/500 326/326 [==============================] - 0s 346us/step - loss: 0.1872 - accuracy: 0.9319 Epoch 209/500 326/326 [==============================] - 0s 349us/step - loss: 0.1877 - accuracy: 0.9319 Epoch 210/500 326/326 [==============================] - 0s 342us/step - loss: 0.1875 - accuracy: 0.9317 Epoch 211/500 326/326 [==============================] - 0s 341us/step - loss: 0.1878 - accuracy: 0.9319 Epoch 212/500 326/326 [==============================] - 0s 350us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 213/500 326/326 [==============================] - 0s 347us/step - loss: 0.1876 - accuracy: 0.9315 Epoch 214/500 326/326 [==============================] - 0s 352us/step - loss: 0.1876 - accuracy: 0.9313 Epoch 215/500 326/326 [==============================] - 0s 351us/step - loss: 0.1875 - accuracy: 0.9314 Epoch 216/500 326/326 [==============================] - 0s 343us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 217/500 326/326 [==============================] - 0s 343us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 218/500 326/326 [==============================] - 0s 399us/step - loss: 0.1872 - accuracy: 0.9320 Epoch 219/500 326/326 [==============================] - 0s 341us/step - loss: 0.1874 - accuracy: 0.9313 Epoch 220/500 326/326 [==============================] - 0s 347us/step - loss: 0.1872 - accuracy: 0.9324 Epoch 221/500 326/326 [==============================] - 0s 351us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 222/500 326/326 [==============================] - 0s 345us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 223/500 326/326 [==============================] - 0s 339us/step - loss: 0.1873 - accuracy: 0.9317 Epoch 224/500 326/326 [==============================] - 0s 340us/step - loss: 0.1874 - accuracy: 0.9318 Epoch 225/500 326/326 [==============================] - 0s 340us/step - loss: 0.1875 - accuracy: 0.9318 Epoch 226/500 326/326 [==============================] - 0s 338us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 227/500 326/326 [==============================] - 0s 337us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 228/500 326/326 [==============================] - 0s 339us/step - loss: 0.1872 - accuracy: 0.9317 Epoch 229/500 326/326 [==============================] - 0s 344us/step - loss: 0.1874 - accuracy: 0.9317 Epoch 230/500 326/326 [==============================] - 0s 342us/step - loss: 0.1872 - accuracy: 0.9314 Epoch 231/500 326/326 [==============================] - 0s 346us/step - loss: 0.1871 - accuracy: 0.9314 Epoch 232/500 326/326 [==============================] - 0s 342us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 233/500 326/326 [==============================] - 0s 338us/step - loss: 0.1872 - accuracy: 0.9314 Epoch 234/500 326/326 [==============================] - 0s 340us/step - loss: 0.1874 - accuracy: 0.9315 Epoch 235/500 326/326 [==============================] - 0s 349us/step - loss: 0.1874 - accuracy: 0.9317 Epoch 236/500 326/326 [==============================] - 0s 347us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 237/500 326/326 [==============================] - 0s 339us/step - loss: 0.1870 - accuracy: 0.9321 Epoch 238/500 326/326 [==============================] - 0s 343us/step - loss: 0.1873 - accuracy: 0.9318 Epoch 239/500 326/326 [==============================] - 0s 345us/step - loss: 0.1872 - accuracy: 0.9319 Epoch 240/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9319 Epoch 241/500 326/326 [==============================] - 0s 338us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 242/500 326/326 [==============================] - 0s 343us/step - loss: 0.1870 - accuracy: 0.9314 Epoch 243/500 326/326 [==============================] - 0s 339us/step - loss: 0.1875 - accuracy: 0.9314 Epoch 244/500 326/326 [==============================] - 0s 339us/step - loss: 0.1872 - accuracy: 0.9314 Epoch 245/500 326/326 [==============================] - 0s 339us/step - loss: 0.1869 - accuracy: 0.9320 Epoch 246/500 326/326 [==============================] - 0s 341us/step - loss: 0.1872 - accuracy: 0.9317 Epoch 247/500 326/326 [==============================] - 0s 339us/step - loss: 0.1869 - accuracy: 0.9321 Epoch 248/500 326/326 [==============================] - 0s 341us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 249/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 250/500 326/326 [==============================] - 0s 349us/step - loss: 0.1871 - accuracy: 0.9309 Epoch 251/500 326/326 [==============================] - 0s 344us/step - loss: 0.1873 - accuracy: 0.9320 Epoch 252/500 326/326 [==============================] - 0s 339us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 253/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9324 Epoch 254/500 326/326 [==============================] - 0s 344us/step - loss: 0.1872 - accuracy: 0.9317 Epoch 255/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 256/500 326/326 [==============================] - 0s 336us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 257/500 326/326 [==============================] - 0s 349us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 258/500 326/326 [==============================] - 0s 344us/step - loss: 0.1870 - accuracy: 0.9321 Epoch 259/500 326/326 [==============================] - 0s 342us/step - loss: 0.1869 - accuracy: 0.9324 Epoch 260/500 326/326 [==============================] - 0s 362us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 261/500 326/326 [==============================] - 0s 370us/step - loss: 0.1868 - accuracy: 0.9318 Epoch 262/500 326/326 [==============================] - 0s 358us/step - loss: 0.1869 - accuracy: 0.9323 Epoch 263/500 326/326 [==============================] - 0s 352us/step - loss: 0.1871 - accuracy: 0.9320 Epoch 264/500 326/326 [==============================] - 0s 350us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 265/500 326/326 [==============================] - 0s 351us/step - loss: 0.1870 - accuracy: 0.9321 Epoch 266/500 326/326 [==============================] - 0s 344us/step - loss: 0.1869 - accuracy: 0.9328 Epoch 267/500 326/326 [==============================] - 0s 350us/step - loss: 0.1870 - accuracy: 0.9325 Epoch 268/500 326/326 [==============================] - 0s 347us/step - loss: 0.1871 - accuracy: 0.9318 Epoch 269/500 326/326 [==============================] - 0s 376us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 270/500 326/326 [==============================] - 0s 475us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 271/500 326/326 [==============================] - 0s 371us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 272/500 326/326 [==============================] - 0s 352us/step - loss: 0.1868 - accuracy: 0.9323 Epoch 273/500 326/326 [==============================] - 0s 345us/step - loss: 0.1869 - accuracy: 0.9320 Epoch 274/500 326/326 [==============================] - 0s 347us/step - loss: 0.1868 - accuracy: 0.9318 Epoch 275/500 326/326 [==============================] - 0s 344us/step - loss: 0.1868 - accuracy: 0.9315 Epoch 276/500 326/326 [==============================] - 0s 350us/step - loss: 0.1868 - accuracy: 0.9315 Epoch 277/500 326/326 [==============================] - 0s 350us/step - loss: 0.1870 - accuracy: 0.9321 Epoch 278/500 326/326 [==============================] - 0s 362us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 279/500 326/326 [==============================] - 0s 349us/step - loss: 0.1866 - accuracy: 0.9318 Epoch 280/500 326/326 [==============================] - 0s 351us/step - loss: 0.1868 - accuracy: 0.9320 Epoch 281/500 326/326 [==============================] - 0s 346us/step - loss: 0.1867 - accuracy: 0.9321 Epoch 282/500 326/326 [==============================] - 0s 343us/step - loss: 0.1867 - accuracy: 0.9324 Epoch 283/500 326/326 [==============================] - 0s 352us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 284/500 326/326 [==============================] - 0s 344us/step - loss: 0.1866 - accuracy: 0.9319 Epoch 285/500 326/326 [==============================] - 0s 342us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 286/500 326/326 [==============================] - 0s 345us/step - loss: 0.1867 - accuracy: 0.9320 Epoch 287/500 326/326 [==============================] - 0s 343us/step - loss: 0.1867 - accuracy: 0.9318 Epoch 288/500 326/326 [==============================] - 0s 341us/step - loss: 0.1868 - accuracy: 0.9324 Epoch 289/500 326/326 [==============================] - 0s 348us/step - loss: 0.1866 - accuracy: 0.9320 Epoch 290/500 326/326 [==============================] - 0s 342us/step - loss: 0.1867 - accuracy: 0.9320 Epoch 291/500 326/326 [==============================] - 0s 341us/step - loss: 0.1867 - accuracy: 0.9323 Epoch 292/500 326/326 [==============================] - 0s 341us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 293/500 326/326 [==============================] - 0s 341us/step - loss: 0.1867 - accuracy: 0.9318 Epoch 294/500 326/326 [==============================] - 0s 342us/step - loss: 0.1868 - accuracy: 0.9317 Epoch 295/500 326/326 [==============================] - 0s 342us/step - loss: 0.1867 - accuracy: 0.9320 Epoch 296/500 326/326 [==============================] - 0s 343us/step - loss: 0.1868 - accuracy: 0.9323 Epoch 297/500 326/326 [==============================] - 0s 349us/step - loss: 0.1868 - accuracy: 0.9321 Epoch 298/500 326/326 [==============================] - 0s 353us/step - loss: 0.1865 - accuracy: 0.9320 Epoch 299/500 326/326 [==============================] - 0s 346us/step - loss: 0.1868 - accuracy: 0.9319 Epoch 300/500 326/326 [==============================] - 0s 343us/step - loss: 0.1867 - accuracy: 0.9328 Epoch 301/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9324 Epoch 302/500 326/326 [==============================] - 0s 336us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 303/500 326/326 [==============================] - 0s 342us/step - loss: 0.1865 - accuracy: 0.9329 Epoch 304/500 326/326 [==============================] - 0s 337us/step - loss: 0.1867 - accuracy: 0.9321 Epoch 305/500 326/326 [==============================] - 0s 352us/step - loss: 0.1868 - accuracy: 0.9315 Epoch 306/500 326/326 [==============================] - 0s 350us/step - loss: 0.1865 - accuracy: 0.9325 Epoch 307/500 326/326 [==============================] - 0s 347us/step - loss: 0.1866 - accuracy: 0.9324 Epoch 308/500 326/326 [==============================] - 0s 344us/step - loss: 0.1867 - accuracy: 0.9318 Epoch 309/500 326/326 [==============================] - 0s 344us/step - loss: 0.1866 - accuracy: 0.9321 Epoch 310/500 326/326 [==============================] - 0s 338us/step - loss: 0.1866 - accuracy: 0.9320 Epoch 311/500 326/326 [==============================] - 0s 343us/step - loss: 0.1863 - accuracy: 0.9320 Epoch 312/500 326/326 [==============================] - 0s 339us/step - loss: 0.1863 - accuracy: 0.9323 Epoch 313/500 326/326 [==============================] - 0s 341us/step - loss: 0.1865 - accuracy: 0.9325 Epoch 314/500 326/326 [==============================] - 0s 345us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 315/500 326/326 [==============================] - 0s 343us/step - loss: 0.1866 - accuracy: 0.9321 Epoch 316/500 326/326 [==============================] - 0s 341us/step - loss: 0.1865 - accuracy: 0.9318 Epoch 317/500 326/326 [==============================] - 0s 343us/step - loss: 0.1864 - accuracy: 0.9317 Epoch 318/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9320 Epoch 319/500 326/326 [==============================] - 0s 349us/step - loss: 0.1865 - accuracy: 0.9323 Epoch 320/500 326/326 [==============================] - 0s 346us/step - loss: 0.1866 - accuracy: 0.9328 Epoch 321/500 326/326 [==============================] - 0s 342us/step - loss: 0.1864 - accuracy: 0.9323 Epoch 322/500 326/326 [==============================] - 0s 342us/step - loss: 0.1863 - accuracy: 0.9328 Epoch 323/500 326/326 [==============================] - 0s 342us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 324/500 326/326 [==============================] - 0s 346us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 325/500 326/326 [==============================] - 0s 337us/step - loss: 0.1864 - accuracy: 0.9330 Epoch 326/500 326/326 [==============================] - 0s 342us/step - loss: 0.1864 - accuracy: 0.9318 Epoch 327/500 326/326 [==============================] - 0s 341us/step - loss: 0.1862 - accuracy: 0.9317 Epoch 328/500 326/326 [==============================] - 0s 348us/step - loss: 0.1863 - accuracy: 0.9326 Epoch 329/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9324 Epoch 330/500 326/326 [==============================] - 0s 343us/step - loss: 0.1864 - accuracy: 0.9321 Epoch 331/500 326/326 [==============================] - 0s 342us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 332/500 326/326 [==============================] - 0s 340us/step - loss: 0.1863 - accuracy: 0.9320 Epoch 333/500 326/326 [==============================] - 0s 350us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 334/500 326/326 [==============================] - 0s 341us/step - loss: 0.1860 - accuracy: 0.9326 Epoch 335/500 326/326 [==============================] - 0s 340us/step - loss: 0.1863 - accuracy: 0.9325 Epoch 336/500 326/326 [==============================] - 0s 339us/step - loss: 0.1863 - accuracy: 0.9325 Epoch 337/500 326/326 [==============================] - 0s 347us/step - loss: 0.1861 - accuracy: 0.9326 Epoch 338/500 326/326 [==============================] - 0s 342us/step - loss: 0.1862 - accuracy: 0.9324 Epoch 339/500 326/326 [==============================] - 0s 343us/step - loss: 0.1863 - accuracy: 0.9318 Epoch 340/500 326/326 [==============================] - 0s 347us/step - loss: 0.1864 - accuracy: 0.9321 Epoch 341/500 326/326 [==============================] - 0s 345us/step - loss: 0.1861 - accuracy: 0.9321 Epoch 342/500 326/326 [==============================] - 0s 337us/step - loss: 0.1862 - accuracy: 0.9320 Epoch 343/500 326/326 [==============================] - 0s 341us/step - loss: 0.1865 - accuracy: 0.9323 Epoch 344/500 326/326 [==============================] - 0s 344us/step - loss: 0.1861 - accuracy: 0.9324 Epoch 345/500 326/326 [==============================] - 0s 343us/step - loss: 0.1865 - accuracy: 0.9324 Epoch 346/500 326/326 [==============================] - 0s 376us/step - loss: 0.1868 - accuracy: 0.9329 Epoch 347/500 326/326 [==============================] - 0s 369us/step - loss: 0.1862 - accuracy: 0.9328 Epoch 348/500 326/326 [==============================] - 0s 359us/step - loss: 0.1862 - accuracy: 0.9324 Epoch 349/500 326/326 [==============================] - 0s 360us/step - loss: 0.1861 - accuracy: 0.9328 Epoch 350/500 326/326 [==============================] - 0s 353us/step - loss: 0.1864 - accuracy: 0.9326 Epoch 351/500 326/326 [==============================] - 0s 366us/step - loss: 0.1861 - accuracy: 0.9324 Epoch 352/500 326/326 [==============================] - 0s 380us/step - loss: 0.1860 - accuracy: 0.9326 Epoch 353/500 326/326 [==============================] - 0s 369us/step - loss: 0.1860 - accuracy: 0.9324 Epoch 354/500 326/326 [==============================] - 0s 371us/step - loss: 0.1862 - accuracy: 0.9325 Epoch 355/500 326/326 [==============================] - 0s 379us/step - loss: 0.1863 - accuracy: 0.9320 Epoch 356/500 326/326 [==============================] - 0s 385us/step - loss: 0.1865 - accuracy: 0.9323 Epoch 357/500 326/326 [==============================] - 0s 378us/step - loss: 0.1864 - accuracy: 0.9318 Epoch 358/500 326/326 [==============================] - 0s 369us/step - loss: 0.1864 - accuracy: 0.9323 Epoch 359/500 326/326 [==============================] - 0s 351us/step - loss: 0.1859 - accuracy: 0.9321 Epoch 360/500 326/326 [==============================] - 0s 398us/step - loss: 0.1863 - accuracy: 0.9328 Epoch 361/500 326/326 [==============================] - 0s 357us/step - loss: 0.1862 - accuracy: 0.9326 Epoch 362/500 326/326 [==============================] - 0s 328us/step - loss: 0.1863 - accuracy: 0.9321 Epoch 363/500 326/326 [==============================] - 0s 327us/step - loss: 0.1863 - accuracy: 0.9326 Epoch 364/500 326/326 [==============================] - 0s 332us/step - loss: 0.1864 - accuracy: 0.9329 Epoch 365/500 326/326 [==============================] - 0s 357us/step - loss: 0.1861 - accuracy: 0.9323 Epoch 366/500 326/326 [==============================] - 0s 369us/step - loss: 0.1854 - accuracy: 0.9323 Epoch 367/500 326/326 [==============================] - 0s 338us/step - loss: 0.1861 - accuracy: 0.9328 Epoch 368/500 326/326 [==============================] - 0s 334us/step - loss: 0.1861 - accuracy: 0.9323 Epoch 369/500 326/326 [==============================] - 0s 341us/step - loss: 0.1862 - accuracy: 0.9326 Epoch 370/500 326/326 [==============================] - 0s 334us/step - loss: 0.1861 - accuracy: 0.9325 Epoch 371/500 326/326 [==============================] - 0s 351us/step - loss: 0.1864 - accuracy: 0.9321 Epoch 372/500 326/326 [==============================] - 0s 369us/step - loss: 0.1862 - accuracy: 0.9323 Epoch 373/500 326/326 [==============================] - 0s 372us/step - loss: 0.1861 - accuracy: 0.9324 Epoch 374/500 326/326 [==============================] - 0s 343us/step - loss: 0.1860 - accuracy: 0.9320 Epoch 375/500 326/326 [==============================] - 0s 352us/step - loss: 0.1862 - accuracy: 0.9319 Epoch 376/500 326/326 [==============================] - 0s 334us/step - loss: 0.1862 - accuracy: 0.9325 Epoch 377/500 326/326 [==============================] - 0s 346us/step - loss: 0.1861 - accuracy: 0.9320 Epoch 378/500 326/326 [==============================] - 0s 335us/step - loss: 0.1860 - accuracy: 0.9319 Epoch 379/500 326/326 [==============================] - 0s 329us/step - loss: 0.1859 - accuracy: 0.9333 Epoch 380/500 326/326 [==============================] - 0s 340us/step - loss: 0.1858 - accuracy: 0.9329 Epoch 381/500 326/326 [==============================] - 0s 338us/step - loss: 0.1862 - accuracy: 0.9324 Epoch 382/500 326/326 [==============================] - 0s 340us/step - loss: 0.1862 - accuracy: 0.9329 Epoch 383/500 326/326 [==============================] - 0s 343us/step - loss: 0.1862 - accuracy: 0.9329 Epoch 384/500 326/326 [==============================] - 0s 353us/step - loss: 0.1861 - accuracy: 0.9321 Epoch 385/500 326/326 [==============================] - 0s 353us/step - loss: 0.1862 - accuracy: 0.9324 Epoch 386/500 326/326 [==============================] - 0s 330us/step - loss: 0.1863 - accuracy: 0.9323 Epoch 387/500 326/326 [==============================] - 0s 367us/step - loss: 0.1861 - accuracy: 0.9328 Epoch 388/500 326/326 [==============================] - 0s 333us/step - loss: 0.1860 - accuracy: 0.9317 Epoch 389/500 326/326 [==============================] - 0s 330us/step - loss: 0.1860 - accuracy: 0.9330 Epoch 390/500 326/326 [==============================] - 0s 536us/step - loss: 0.1861 - accuracy: 0.9325 Epoch 391/500 326/326 [==============================] - 0s 351us/step - loss: 0.1861 - accuracy: 0.9329 Epoch 392/500 326/326 [==============================] - 0s 345us/step - loss: 0.1862 - accuracy: 0.9331 Epoch 393/500 326/326 [==============================] - 0s 345us/step - loss: 0.1860 - accuracy: 0.9326 Epoch 394/500 326/326 [==============================] - 0s 332us/step - loss: 0.1861 - accuracy: 0.9324 Epoch 395/500 326/326 [==============================] - 0s 332us/step - loss: 0.1864 - accuracy: 0.9325 Epoch 396/500 326/326 [==============================] - 0s 330us/step - loss: 0.1862 - accuracy: 0.9331 Epoch 397/500 326/326 [==============================] - 0s 398us/step - loss: 0.1861 - accuracy: 0.9326 Epoch 398/500 326/326 [==============================] - 0s 377us/step - loss: 0.1860 - accuracy: 0.9325 Epoch 399/500 326/326 [==============================] - 0s 364us/step - loss: 0.1861 - accuracy: 0.9331 Epoch 400/500 326/326 [==============================] - 0s 365us/step - loss: 0.1858 - accuracy: 0.9324 Epoch 401/500 326/326 [==============================] - 0s 350us/step - loss: 0.1859 - accuracy: 0.9319 Epoch 402/500 326/326 [==============================] - 0s 333us/step - loss: 0.1859 - accuracy: 0.9328 Epoch 403/500 326/326 [==============================] - 0s 342us/step - loss: 0.1862 - accuracy: 0.9331 Epoch 404/500 326/326 [==============================] - 0s 387us/step - loss: 0.1856 - accuracy: 0.9323 Epoch 405/500 326/326 [==============================] - 0s 355us/step - loss: 0.1863 - accuracy: 0.9325 Epoch 406/500 326/326 [==============================] - 0s 338us/step - loss: 0.1860 - accuracy: 0.9326 Epoch 407/500 326/326 [==============================] - 0s 350us/step - loss: 0.1861 - accuracy: 0.9328 Epoch 408/500 326/326 [==============================] - 0s 374us/step - loss: 0.1860 - accuracy: 0.9324 Epoch 409/500 326/326 [==============================] - 0s 366us/step - loss: 0.1859 - accuracy: 0.9326 Epoch 410/500 326/326 [==============================] - 0s 366us/step - loss: 0.1860 - accuracy: 0.9333 Epoch 411/500 326/326 [==============================] - 0s 334us/step - loss: 0.1859 - accuracy: 0.9325 Epoch 412/500 326/326 [==============================] - 0s 328us/step - loss: 0.1861 - accuracy: 0.9331 Epoch 413/500 326/326 [==============================] - 0s 332us/step - loss: 0.1860 - accuracy: 0.9331 Epoch 414/500 326/326 [==============================] - 0s 331us/step - loss: 0.1859 - accuracy: 0.9328 Epoch 415/500 326/326 [==============================] - 0s 335us/step - loss: 0.1862 - accuracy: 0.9324 Epoch 416/500 326/326 [==============================] - 0s 334us/step - loss: 0.1857 - accuracy: 0.9325 Epoch 417/500 326/326 [==============================] - 0s 333us/step - loss: 0.1859 - accuracy: 0.9330 Epoch 418/500 326/326 [==============================] - 0s 329us/step - loss: 0.1862 - accuracy: 0.9334 Epoch 419/500 326/326 [==============================] - 0s 329us/step - loss: 0.1858 - accuracy: 0.9330 Epoch 420/500 326/326 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9330 Epoch 421/500 326/326 [==============================] - 0s 331us/step - loss: 0.1859 - accuracy: 0.9331 Epoch 422/500 326/326 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9329 Epoch 423/500 326/326 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9326 Epoch 424/500 326/326 [==============================] - 0s 330us/step - loss: 0.1857 - accuracy: 0.9323 Epoch 425/500 326/326 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9328 Epoch 426/500 326/326 [==============================] - 0s 332us/step - loss: 0.1859 - accuracy: 0.9330 Epoch 427/500 326/326 [==============================] - 0s 329us/step - loss: 0.1859 - accuracy: 0.9321 Epoch 428/500 326/326 [==============================] - 0s 328us/step - loss: 0.1855 - accuracy: 0.9326 Epoch 429/500 326/326 [==============================] - 0s 326us/step - loss: 0.1857 - accuracy: 0.9331 Epoch 430/500 326/326 [==============================] - 0s 329us/step - loss: 0.1854 - accuracy: 0.9336 Epoch 431/500 326/326 [==============================] - 0s 330us/step - loss: 0.1856 - accuracy: 0.9331 Epoch 432/500 326/326 [==============================] - 0s 331us/step - loss: 0.1856 - accuracy: 0.9335 Epoch 433/500 326/326 [==============================] - 0s 331us/step - loss: 0.1856 - accuracy: 0.9330 Epoch 434/500 326/326 [==============================] - 0s 328us/step - loss: 0.1856 - accuracy: 0.9324 Epoch 435/500 326/326 [==============================] - 0s 330us/step - loss: 0.1857 - accuracy: 0.9319 Epoch 436/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9324 Epoch 437/500 326/326 [==============================] - 0s 331us/step - loss: 0.1855 - accuracy: 0.9331 Epoch 438/500 326/326 [==============================] - 0s 336us/step - loss: 0.1853 - accuracy: 0.9334 Epoch 439/500 326/326 [==============================] - 0s 331us/step - loss: 0.1857 - accuracy: 0.9326 Epoch 440/500 326/326 [==============================] - 0s 328us/step - loss: 0.1854 - accuracy: 0.9330 Epoch 441/500 326/326 [==============================] - 0s 328us/step - loss: 0.1852 - accuracy: 0.9328 Epoch 442/500 326/326 [==============================] - 0s 327us/step - loss: 0.1853 - accuracy: 0.9331 Epoch 443/500 326/326 [==============================] - 0s 329us/step - loss: 0.1852 - accuracy: 0.9326 Epoch 444/500 326/326 [==============================] - 0s 328us/step - loss: 0.1857 - accuracy: 0.9331 Epoch 445/500 326/326 [==============================] - 0s 327us/step - loss: 0.1853 - accuracy: 0.9330 Epoch 446/500 326/326 [==============================] - 0s 410us/step - loss: 0.1854 - accuracy: 0.9333 Epoch 447/500 326/326 [==============================] - 0s 339us/step - loss: 0.1853 - accuracy: 0.9328 Epoch 448/500 326/326 [==============================] - 0s 338us/step - loss: 0.1851 - accuracy: 0.9328 Epoch 449/500 326/326 [==============================] - 0s 331us/step - loss: 0.1854 - accuracy: 0.9333 Epoch 450/500 326/326 [==============================] - 0s 329us/step - loss: 0.1851 - accuracy: 0.9333 Epoch 451/500 326/326 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9333 Epoch 452/500 326/326 [==============================] - 0s 329us/step - loss: 0.1853 - accuracy: 0.9330 Epoch 453/500 326/326 [==============================] - 0s 332us/step - loss: 0.1851 - accuracy: 0.9331 Epoch 454/500 326/326 [==============================] - 0s 329us/step - loss: 0.1853 - accuracy: 0.9326 Epoch 455/500 326/326 [==============================] - 0s 334us/step - loss: 0.1851 - accuracy: 0.9334 Epoch 456/500 326/326 [==============================] - 0s 329us/step - loss: 0.1852 - accuracy: 0.9329 Epoch 457/500 326/326 [==============================] - 0s 327us/step - loss: 0.1852 - accuracy: 0.9325 Epoch 458/500 326/326 [==============================] - 0s 327us/step - loss: 0.1855 - accuracy: 0.9334 Epoch 459/500 326/326 [==============================] - 0s 330us/step - loss: 0.1851 - accuracy: 0.9329 Epoch 460/500 326/326 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9328 Epoch 461/500 326/326 [==============================] - 0s 333us/step - loss: 0.1849 - accuracy: 0.9329 Epoch 462/500 326/326 [==============================] - 0s 330us/step - loss: 0.1852 - accuracy: 0.9334 Epoch 463/500 326/326 [==============================] - 0s 329us/step - loss: 0.1853 - accuracy: 0.9331 Epoch 464/500 326/326 [==============================] - 0s 331us/step - loss: 0.1850 - accuracy: 0.9325 Epoch 465/500 326/326 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9328 Epoch 466/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9334 Epoch 467/500 326/326 [==============================] - 0s 332us/step - loss: 0.1847 - accuracy: 0.9329 Epoch 468/500 326/326 [==============================] - 0s 329us/step - loss: 0.1849 - accuracy: 0.9333 Epoch 469/500 326/326 [==============================] - 0s 326us/step - loss: 0.1850 - accuracy: 0.9321 Epoch 470/500 326/326 [==============================] - 0s 332us/step - loss: 0.1848 - accuracy: 0.9329 Epoch 471/500 326/326 [==============================] - 0s 333us/step - loss: 0.1847 - accuracy: 0.9328 Epoch 472/500 326/326 [==============================] - 0s 327us/step - loss: 0.1851 - accuracy: 0.9326 Epoch 473/500 326/326 [==============================] - 0s 327us/step - loss: 0.1845 - accuracy: 0.9333 Epoch 474/500 326/326 [==============================] - 0s 330us/step - loss: 0.1852 - accuracy: 0.9330 Epoch 475/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9330 Epoch 476/500 326/326 [==============================] - 0s 326us/step - loss: 0.1848 - accuracy: 0.9331 Epoch 477/500 326/326 [==============================] - 0s 330us/step - loss: 0.1848 - accuracy: 0.9331 Epoch 478/500 326/326 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9331 Epoch 479/500 326/326 [==============================] - 0s 328us/step - loss: 0.1849 - accuracy: 0.9336 Epoch 480/500 326/326 [==============================] - 0s 328us/step - loss: 0.1852 - accuracy: 0.9331 Epoch 481/500 326/326 [==============================] - 0s 328us/step - loss: 0.1849 - accuracy: 0.9335 Epoch 482/500 326/326 [==============================] - 0s 328us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 483/500 326/326 [==============================] - 0s 333us/step - loss: 0.1849 - accuracy: 0.9334 Epoch 484/500 326/326 [==============================] - 0s 333us/step - loss: 0.1850 - accuracy: 0.9328 Epoch 485/500 326/326 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9345 Epoch 486/500 326/326 [==============================] - 0s 332us/step - loss: 0.1849 - accuracy: 0.9325 Epoch 487/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9329 Epoch 488/500 326/326 [==============================] - 0s 329us/step - loss: 0.1847 - accuracy: 0.9333 Epoch 489/500 326/326 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9330 Epoch 490/500 326/326 [==============================] - 0s 327us/step - loss: 0.1848 - accuracy: 0.9329 Epoch 491/500 326/326 [==============================] - 0s 327us/step - loss: 0.1846 - accuracy: 0.9326 Epoch 492/500 326/326 [==============================] - 0s 327us/step - loss: 0.1845 - accuracy: 0.9337 Epoch 493/500 326/326 [==============================] - 0s 382us/step - loss: 0.1845 - accuracy: 0.9329 Epoch 494/500 326/326 [==============================] - 0s 342us/step - loss: 0.1846 - accuracy: 0.9330 Epoch 495/500 326/326 [==============================] - 0s 333us/step - loss: 0.1843 - accuracy: 0.9334 Epoch 496/500 326/326 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 497/500 326/326 [==============================] - 0s 348us/step - loss: 0.1846 - accuracy: 0.9329 Epoch 498/500 326/326 [==============================] - 0s 340us/step - loss: 0.1844 - accuracy: 0.9331 Epoch 499/500 326/326 [==============================] - 0s 337us/step - loss: 0.1849 - accuracy: 0.9329 Epoch 500/500 326/326 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9331 29/29 [==============================] - 0s 314us/step Epoch 1/500 326/326 [==============================] - 0s 366us/step - loss: 0.4117 - accuracy: 0.9291 Epoch 2/500 326/326 [==============================] - 0s 332us/step - loss: 0.2058 - accuracy: 0.9310 Epoch 3/500 326/326 [==============================] - 0s 332us/step - loss: 0.2003 - accuracy: 0.9310 Epoch 4/500 326/326 [==============================] - 0s 330us/step - loss: 0.1979 - accuracy: 0.9310 Epoch 5/500 326/326 [==============================] - 0s 331us/step - loss: 0.1969 - accuracy: 0.9310 Epoch 6/500 326/326 [==============================] - 0s 333us/step - loss: 0.1958 - accuracy: 0.9310 Epoch 7/500 326/326 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9310 Epoch 8/500 326/326 [==============================] - 0s 330us/step - loss: 0.1951 - accuracy: 0.9310 Epoch 9/500 326/326 [==============================] - 0s 328us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 10/500 326/326 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 11/500 326/326 [==============================] - 0s 328us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 12/500 326/326 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 13/500 326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 14/500 326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 15/500 326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 16/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 17/500 326/326 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 18/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 19/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 20/500 326/326 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 21/500 326/326 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 22/500 326/326 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 23/500 326/326 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 24/500 326/326 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 25/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 26/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 27/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 28/500 326/326 [==============================] - 0s 337us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 29/500 326/326 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 30/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 31/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 32/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 33/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 34/500 326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 35/500 326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 36/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 37/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 38/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 39/500 326/326 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 40/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 41/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 42/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 43/500 326/326 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 44/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 45/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 46/500 326/326 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 47/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 48/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 49/500 326/326 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 50/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 51/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 52/500 326/326 [==============================] - 0s 370us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 53/500 326/326 [==============================] - 0s 377us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 54/500 326/326 [==============================] - 0s 371us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 55/500 326/326 [==============================] - 0s 345us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 56/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 57/500 326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 58/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 59/500 326/326 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 60/500 326/326 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 61/500 326/326 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 62/500 326/326 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 63/500 326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 64/500 326/326 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 65/500 326/326 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9319 Epoch 66/500 326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 67/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9323 Epoch 68/500 326/326 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 69/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 70/500 326/326 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 71/500 326/326 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 72/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 73/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 74/500 326/326 [==============================] - 0s 381us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 75/500 326/326 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9319 Epoch 76/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 77/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 78/500 326/326 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 79/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 80/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 81/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 82/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 83/500 326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 84/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 85/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 86/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 87/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 88/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 89/500 326/326 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 90/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 91/500 326/326 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 92/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 93/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 94/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 95/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 96/500 326/326 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 97/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 98/500 326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 99/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 100/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 101/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 102/500 326/326 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 103/500 326/326 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 104/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 105/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 106/500 326/326 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 107/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 108/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 109/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9324 Epoch 110/500 326/326 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 111/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9302 Epoch 112/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 113/500 326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 114/500 326/326 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9320 Epoch 115/500 326/326 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 116/500 326/326 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 117/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 118/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 119/500 326/326 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9320 Epoch 120/500 326/326 [==============================] - 0s 340us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 121/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 122/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9321 Epoch 123/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9319 Epoch 124/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9319 Epoch 125/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9321 Epoch 126/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9321 Epoch 127/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 128/500 326/326 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9321 Epoch 129/500 326/326 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9324 Epoch 130/500 326/326 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 131/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 132/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9321 Epoch 133/500 326/326 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 134/500 326/326 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9326 Epoch 135/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9328 Epoch 136/500 326/326 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 137/500 326/326 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 138/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 139/500 326/326 [==============================] - 0s 336us/step - loss: 0.1885 - accuracy: 0.9319 Epoch 140/500 326/326 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9324 Epoch 141/500 326/326 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9321 Epoch 142/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 143/500 326/326 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9321 Epoch 144/500 326/326 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9321 Epoch 145/500 326/326 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 146/500 326/326 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9321 Epoch 147/500 326/326 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9318 Epoch 148/500 326/326 [==============================] - 0s 337us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 149/500 326/326 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9315 Epoch 150/500 326/326 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9325 Epoch 151/500 326/326 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9321 Epoch 152/500 326/326 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9320 Epoch 153/500 326/326 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9326 Epoch 154/500 326/326 [==============================] - 0s 326us/step - loss: 0.1883 - accuracy: 0.9325 Epoch 155/500 326/326 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9321 Epoch 156/500 326/326 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9323 Epoch 157/500 326/326 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 158/500 326/326 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9330 Epoch 159/500 326/326 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9320 Epoch 160/500 326/326 [==============================] - 0s 331us/step - loss: 0.1881 - accuracy: 0.9324 Epoch 161/500 326/326 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9318 Epoch 162/500 326/326 [==============================] - 0s 326us/step - loss: 0.1882 - accuracy: 0.9321 Epoch 163/500 326/326 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9325 Epoch 164/500 326/326 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9329 Epoch 165/500 326/326 [==============================] - 0s 333us/step - loss: 0.1881 - accuracy: 0.9321 Epoch 166/500 326/326 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9317 Epoch 167/500 326/326 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9324 Epoch 168/500 326/326 [==============================] - 0s 327us/step - loss: 0.1882 - accuracy: 0.9321 Epoch 169/500 326/326 [==============================] - 0s 329us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 170/500 326/326 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9328 Epoch 171/500 326/326 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9323 Epoch 172/500 326/326 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9317 Epoch 173/500 326/326 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 174/500 326/326 [==============================] - 0s 330us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 175/500 326/326 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 176/500 326/326 [==============================] - 0s 331us/step - loss: 0.1881 - accuracy: 0.9321 Epoch 177/500 326/326 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9315 Epoch 178/500 326/326 [==============================] - 0s 326us/step - loss: 0.1880 - accuracy: 0.9313 Epoch 179/500 326/326 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 180/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 181/500 326/326 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9318 Epoch 182/500 326/326 [==============================] - 0s 334us/step - loss: 0.1880 - accuracy: 0.9319 Epoch 183/500 326/326 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9318 Epoch 184/500 326/326 [==============================] - 0s 330us/step - loss: 0.1880 - accuracy: 0.9317 Epoch 185/500 326/326 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9326 Epoch 186/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9331 Epoch 187/500 326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 188/500 326/326 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9325 Epoch 189/500 326/326 [==============================] - 0s 330us/step - loss: 0.1880 - accuracy: 0.9330 Epoch 190/500 326/326 [==============================] - 0s 331us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 191/500 326/326 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 192/500 326/326 [==============================] - 0s 330us/step - loss: 0.1879 - accuracy: 0.9324 Epoch 193/500 326/326 [==============================] - 0s 328us/step - loss: 0.1878 - accuracy: 0.9318 Epoch 194/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9324 Epoch 195/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 196/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9319 Epoch 197/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9328 Epoch 198/500 326/326 [==============================] - 0s 339us/step - loss: 0.1875 - accuracy: 0.9324 Epoch 199/500 326/326 [==============================] - 0s 361us/step - loss: 0.1879 - accuracy: 0.9331 Epoch 200/500 326/326 [==============================] - 0s 376us/step - loss: 0.1877 - accuracy: 0.9323 Epoch 201/500 326/326 [==============================] - 0s 378us/step - loss: 0.1878 - accuracy: 0.9333 Epoch 202/500 326/326 [==============================] - 0s 344us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 203/500 326/326 [==============================] - 0s 333us/step - loss: 0.1877 - accuracy: 0.9326 Epoch 204/500 326/326 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 205/500 326/326 [==============================] - 0s 333us/step - loss: 0.1879 - accuracy: 0.9328 Epoch 206/500 326/326 [==============================] - 0s 405us/step - loss: 0.1877 - accuracy: 0.9321 Epoch 207/500 326/326 [==============================] - 0s 511us/step - loss: 0.1877 - accuracy: 0.9319 Epoch 208/500 326/326 [==============================] - 0s 356us/step - loss: 0.1878 - accuracy: 0.9324 Epoch 209/500 326/326 [==============================] - 0s 360us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 210/500 326/326 [==============================] - 0s 365us/step - loss: 0.1877 - accuracy: 0.9319 Epoch 211/500 326/326 [==============================] - 0s 355us/step - loss: 0.1878 - accuracy: 0.9324 Epoch 212/500 326/326 [==============================] - 0s 344us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 213/500 326/326 [==============================] - 0s 346us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 214/500 326/326 [==============================] - 0s 353us/step - loss: 0.1879 - accuracy: 0.9323 Epoch 215/500 326/326 [==============================] - 0s 338us/step - loss: 0.1877 - accuracy: 0.9321 Epoch 216/500 326/326 [==============================] - 0s 524us/step - loss: 0.1877 - accuracy: 0.9323 Epoch 217/500 326/326 [==============================] - 0s 392us/step - loss: 0.1876 - accuracy: 0.9325 Epoch 218/500 326/326 [==============================] - 0s 411us/step - loss: 0.1877 - accuracy: 0.9320 Epoch 219/500 326/326 [==============================] - 0s 437us/step - loss: 0.1876 - accuracy: 0.9319 Epoch 220/500 326/326 [==============================] - 0s 428us/step - loss: 0.1876 - accuracy: 0.9323 Epoch 221/500 326/326 [==============================] - 0s 435us/step - loss: 0.1878 - accuracy: 0.9321 Epoch 222/500 326/326 [==============================] - 0s 439us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 223/500 326/326 [==============================] - 0s 429us/step - loss: 0.1877 - accuracy: 0.9321 Epoch 224/500 326/326 [==============================] - 0s 415us/step - loss: 0.1878 - accuracy: 0.9325 Epoch 225/500 326/326 [==============================] - 0s 431us/step - loss: 0.1876 - accuracy: 0.9324 Epoch 226/500 326/326 [==============================] - 0s 434us/step - loss: 0.1877 - accuracy: 0.9330 Epoch 227/500 326/326 [==============================] - 0s 441us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 228/500 326/326 [==============================] - 0s 427us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 229/500 326/326 [==============================] - 0s 476us/step - loss: 0.1878 - accuracy: 0.9329 Epoch 230/500 326/326 [==============================] - 0s 454us/step - loss: 0.1877 - accuracy: 0.9325 Epoch 231/500 326/326 [==============================] - 0s 489us/step - loss: 0.1876 - accuracy: 0.9329 Epoch 232/500 326/326 [==============================] - 0s 416us/step - loss: 0.1875 - accuracy: 0.9330 Epoch 233/500 326/326 [==============================] - 0s 548us/step - loss: 0.1876 - accuracy: 0.9323 Epoch 234/500 326/326 [==============================] - 0s 474us/step - loss: 0.1875 - accuracy: 0.9323 Epoch 235/500 326/326 [==============================] - 0s 430us/step - loss: 0.1876 - accuracy: 0.9326 Epoch 236/500 326/326 [==============================] - 0s 435us/step - loss: 0.1876 - accuracy: 0.9325 Epoch 237/500 326/326 [==============================] - 0s 438us/step - loss: 0.1875 - accuracy: 0.9325 Epoch 238/500 326/326 [==============================] - 0s 438us/step - loss: 0.1876 - accuracy: 0.9326 Epoch 239/500 326/326 [==============================] - 0s 438us/step - loss: 0.1875 - accuracy: 0.9323 Epoch 240/500 326/326 [==============================] - 0s 425us/step - loss: 0.1876 - accuracy: 0.9320 Epoch 241/500 326/326 [==============================] - 0s 413us/step - loss: 0.1875 - accuracy: 0.9325 Epoch 242/500 326/326 [==============================] - 0s 443us/step - loss: 0.1874 - accuracy: 0.9326 Epoch 243/500 326/326 [==============================] - 0s 420us/step - loss: 0.1877 - accuracy: 0.9330 Epoch 244/500 326/326 [==============================] - 0s 432us/step - loss: 0.1874 - accuracy: 0.9320 Epoch 245/500 326/326 [==============================] - 0s 443us/step - loss: 0.1875 - accuracy: 0.9328 Epoch 246/500 326/326 [==============================] - 0s 459us/step - loss: 0.1874 - accuracy: 0.9323 Epoch 247/500 326/326 [==============================] - 0s 443us/step - loss: 0.1875 - accuracy: 0.9318 Epoch 248/500 326/326 [==============================] - 0s 432us/step - loss: 0.1873 - accuracy: 0.9328 Epoch 249/500 326/326 [==============================] - 0s 513us/step - loss: 0.1873 - accuracy: 0.9323 Epoch 250/500 326/326 [==============================] - 0s 432us/step - loss: 0.1874 - accuracy: 0.9324 Epoch 251/500 326/326 [==============================] - 0s 440us/step - loss: 0.1872 - accuracy: 0.9324 Epoch 252/500 326/326 [==============================] - 0s 421us/step - loss: 0.1873 - accuracy: 0.9321 Epoch 253/500 326/326 [==============================] - 0s 438us/step - loss: 0.1873 - accuracy: 0.9319 Epoch 254/500 326/326 [==============================] - 0s 414us/step - loss: 0.1873 - accuracy: 0.9324 Epoch 255/500 326/326 [==============================] - 0s 423us/step - loss: 0.1871 - accuracy: 0.9329 Epoch 256/500 326/326 [==============================] - 0s 414us/step - loss: 0.1872 - accuracy: 0.9328 Epoch 257/500 326/326 [==============================] - 0s 438us/step - loss: 0.1872 - accuracy: 0.9329 Epoch 258/500 326/326 [==============================] - 0s 402us/step - loss: 0.1873 - accuracy: 0.9323 Epoch 259/500 326/326 [==============================] - 0s 437us/step - loss: 0.1875 - accuracy: 0.9321 Epoch 260/500 326/326 [==============================] - 0s 469us/step - loss: 0.1872 - accuracy: 0.9328 Epoch 261/500 326/326 [==============================] - 0s 415us/step - loss: 0.1871 - accuracy: 0.9330 Epoch 262/500 326/326 [==============================] - 0s 370us/step - loss: 0.1871 - accuracy: 0.9319 Epoch 263/500 326/326 [==============================] - 0s 364us/step - loss: 0.1872 - accuracy: 0.9317 Epoch 264/500 326/326 [==============================] - 0s 379us/step - loss: 0.1870 - accuracy: 0.9329 Epoch 265/500 326/326 [==============================] - 0s 365us/step - loss: 0.1872 - accuracy: 0.9326 Epoch 266/500 326/326 [==============================] - 0s 338us/step - loss: 0.1870 - accuracy: 0.9325 Epoch 267/500 326/326 [==============================] - 0s 366us/step - loss: 0.1870 - accuracy: 0.9318 Epoch 268/500 326/326 [==============================] - 0s 342us/step - loss: 0.1869 - accuracy: 0.9325 Epoch 269/500 326/326 [==============================] - 0s 335us/step - loss: 0.1870 - accuracy: 0.9320 Epoch 270/500 326/326 [==============================] - 0s 345us/step - loss: 0.1869 - accuracy: 0.9326 Epoch 271/500 326/326 [==============================] - 0s 330us/step - loss: 0.1872 - accuracy: 0.9323 Epoch 272/500 326/326 [==============================] - 0s 347us/step - loss: 0.1869 - accuracy: 0.9323 Epoch 273/500 326/326 [==============================] - 0s 353us/step - loss: 0.1870 - accuracy: 0.9325 Epoch 274/500 326/326 [==============================] - 0s 337us/step - loss: 0.1867 - accuracy: 0.9325 Epoch 275/500 326/326 [==============================] - 0s 335us/step - loss: 0.1871 - accuracy: 0.9326 Epoch 276/500 326/326 [==============================] - 0s 332us/step - loss: 0.1867 - accuracy: 0.9324 Epoch 277/500 326/326 [==============================] - 0s 339us/step - loss: 0.1870 - accuracy: 0.9323 Epoch 278/500 326/326 [==============================] - 0s 331us/step - loss: 0.1870 - accuracy: 0.9321 Epoch 279/500 326/326 [==============================] - 0s 336us/step - loss: 0.1869 - accuracy: 0.9328 Epoch 280/500 326/326 [==============================] - 0s 333us/step - loss: 0.1869 - accuracy: 0.9329 Epoch 281/500 326/326 [==============================] - 0s 331us/step - loss: 0.1869 - accuracy: 0.9318 Epoch 282/500 326/326 [==============================] - 0s 347us/step - loss: 0.1872 - accuracy: 0.9325 Epoch 283/500 326/326 [==============================] - 0s 331us/step - loss: 0.1869 - accuracy: 0.9325 Epoch 284/500 326/326 [==============================] - 0s 340us/step - loss: 0.1867 - accuracy: 0.9325 Epoch 285/500 326/326 [==============================] - 0s 367us/step - loss: 0.1869 - accuracy: 0.9319 Epoch 286/500 326/326 [==============================] - 0s 349us/step - loss: 0.1867 - accuracy: 0.9329 Epoch 287/500 326/326 [==============================] - 0s 349us/step - loss: 0.1867 - accuracy: 0.9328 Epoch 288/500 326/326 [==============================] - 0s 331us/step - loss: 0.1867 - accuracy: 0.9328 Epoch 289/500 326/326 [==============================] - 0s 337us/step - loss: 0.1868 - accuracy: 0.9320 Epoch 290/500 326/326 [==============================] - 0s 329us/step - loss: 0.1869 - accuracy: 0.9325 Epoch 291/500 326/326 [==============================] - 0s 326us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 292/500 326/326 [==============================] - 0s 330us/step - loss: 0.1867 - accuracy: 0.9328 Epoch 293/500 326/326 [==============================] - 0s 331us/step - loss: 0.1868 - accuracy: 0.9328 Epoch 294/500 326/326 [==============================] - 0s 332us/step - loss: 0.1869 - accuracy: 0.9321 Epoch 295/500 326/326 [==============================] - 0s 332us/step - loss: 0.1866 - accuracy: 0.9319 Epoch 296/500 326/326 [==============================] - 0s 330us/step - loss: 0.1867 - accuracy: 0.9321 Epoch 297/500 326/326 [==============================] - 0s 329us/step - loss: 0.1869 - accuracy: 0.9334 Epoch 298/500 326/326 [==============================] - 0s 329us/step - loss: 0.1867 - accuracy: 0.9324 Epoch 299/500 326/326 [==============================] - 0s 329us/step - loss: 0.1869 - accuracy: 0.9329 Epoch 300/500 326/326 [==============================] - 0s 346us/step - loss: 0.1869 - accuracy: 0.9315 Epoch 301/500 326/326 [==============================] - 0s 332us/step - loss: 0.1867 - accuracy: 0.9330 Epoch 302/500 326/326 [==============================] - 0s 331us/step - loss: 0.1866 - accuracy: 0.9335 Epoch 303/500 326/326 [==============================] - 0s 339us/step - loss: 0.1867 - accuracy: 0.9323 Epoch 304/500 326/326 [==============================] - 0s 331us/step - loss: 0.1866 - accuracy: 0.9326 Epoch 305/500 326/326 [==============================] - 0s 329us/step - loss: 0.1866 - accuracy: 0.9323 Epoch 306/500 326/326 [==============================] - 0s 331us/step - loss: 0.1866 - accuracy: 0.9325 Epoch 307/500 326/326 [==============================] - 0s 328us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 308/500 326/326 [==============================] - 0s 330us/step - loss: 0.1866 - accuracy: 0.9328 Epoch 309/500 326/326 [==============================] - 0s 330us/step - loss: 0.1866 - accuracy: 0.9321 Epoch 310/500 326/326 [==============================] - 0s 332us/step - loss: 0.1867 - accuracy: 0.9328 Epoch 311/500 326/326 [==============================] - 0s 331us/step - loss: 0.1867 - accuracy: 0.9325 Epoch 312/500 326/326 [==============================] - 0s 332us/step - loss: 0.1867 - accuracy: 0.9328 Epoch 313/500 326/326 [==============================] - 0s 328us/step - loss: 0.1866 - accuracy: 0.9331 Epoch 314/500 326/326 [==============================] - 0s 330us/step - loss: 0.1865 - accuracy: 0.9325 Epoch 315/500 326/326 [==============================] - 0s 326us/step - loss: 0.1866 - accuracy: 0.9328 Epoch 316/500 326/326 [==============================] - 0s 329us/step - loss: 0.1866 - accuracy: 0.9329 Epoch 317/500 326/326 [==============================] - 0s 331us/step - loss: 0.1866 - accuracy: 0.9324 Epoch 318/500 326/326 [==============================] - 0s 329us/step - loss: 0.1865 - accuracy: 0.9330 Epoch 319/500 326/326 [==============================] - 0s 332us/step - loss: 0.1865 - accuracy: 0.9331 Epoch 320/500 326/326 [==============================] - 0s 330us/step - loss: 0.1865 - accuracy: 0.9325 Epoch 321/500 326/326 [==============================] - 0s 328us/step - loss: 0.1864 - accuracy: 0.9326 Epoch 322/500 326/326 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9331 Epoch 323/500 326/326 [==============================] - 0s 327us/step - loss: 0.1863 - accuracy: 0.9333 Epoch 324/500 326/326 [==============================] - 0s 328us/step - loss: 0.1864 - accuracy: 0.9333 Epoch 325/500 326/326 [==============================] - 0s 329us/step - loss: 0.1863 - accuracy: 0.9330 Epoch 326/500 326/326 [==============================] - 0s 330us/step - loss: 0.1862 - accuracy: 0.9330 Epoch 327/500 326/326 [==============================] - 0s 343us/step - loss: 0.1864 - accuracy: 0.9325 Epoch 328/500 326/326 [==============================] - 0s 373us/step - loss: 0.1865 - accuracy: 0.9336 Epoch 329/500 326/326 [==============================] - 0s 372us/step - loss: 0.1866 - accuracy: 0.9325 Epoch 330/500 326/326 [==============================] - 0s 379us/step - loss: 0.1862 - accuracy: 0.9330 Epoch 331/500 326/326 [==============================] - 0s 337us/step - loss: 0.1864 - accuracy: 0.9339 Epoch 332/500 326/326 [==============================] - 0s 337us/step - loss: 0.1864 - accuracy: 0.9337 Epoch 333/500 326/326 [==============================] - 0s 331us/step - loss: 0.1862 - accuracy: 0.9333 Epoch 334/500 326/326 [==============================] - 0s 334us/step - loss: 0.1863 - accuracy: 0.9331 Epoch 335/500 326/326 [==============================] - 0s 333us/step - loss: 0.1861 - accuracy: 0.9319 Epoch 336/500 326/326 [==============================] - 0s 330us/step - loss: 0.1863 - accuracy: 0.9326 Epoch 337/500 326/326 [==============================] - 0s 336us/step - loss: 0.1862 - accuracy: 0.9333 Epoch 338/500 326/326 [==============================] - 0s 336us/step - loss: 0.1861 - accuracy: 0.9331 Epoch 339/500 326/326 [==============================] - 0s 331us/step - loss: 0.1864 - accuracy: 0.9329 Epoch 340/500 326/326 [==============================] - 0s 331us/step - loss: 0.1861 - accuracy: 0.9330 Epoch 341/500 326/326 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9328 Epoch 342/500 326/326 [==============================] - 0s 334us/step - loss: 0.1863 - accuracy: 0.9333 Epoch 343/500 326/326 [==============================] - 0s 329us/step - loss: 0.1863 - accuracy: 0.9339 Epoch 344/500 326/326 [==============================] - 0s 330us/step - loss: 0.1862 - accuracy: 0.9329 Epoch 345/500 326/326 [==============================] - 0s 331us/step - loss: 0.1861 - accuracy: 0.9328 Epoch 346/500 326/326 [==============================] - 0s 334us/step - loss: 0.1861 - accuracy: 0.9336 Epoch 347/500 326/326 [==============================] - 0s 330us/step - loss: 0.1862 - accuracy: 0.9328 Epoch 348/500 326/326 [==============================] - 0s 330us/step - loss: 0.1861 - accuracy: 0.9337 Epoch 349/500 326/326 [==============================] - 0s 331us/step - loss: 0.1861 - accuracy: 0.9335 Epoch 350/500 326/326 [==============================] - 0s 331us/step - loss: 0.1865 - accuracy: 0.9334 Epoch 351/500 326/326 [==============================] - 0s 329us/step - loss: 0.1862 - accuracy: 0.9330 Epoch 352/500 326/326 [==============================] - 0s 332us/step - loss: 0.1860 - accuracy: 0.9337 Epoch 353/500 326/326 [==============================] - 0s 328us/step - loss: 0.1861 - accuracy: 0.9326 Epoch 354/500 326/326 [==============================] - 0s 328us/step - loss: 0.1862 - accuracy: 0.9330 Epoch 355/500 326/326 [==============================] - 0s 327us/step - loss: 0.1859 - accuracy: 0.9329 Epoch 356/500 326/326 [==============================] - 0s 331us/step - loss: 0.1861 - accuracy: 0.9333 Epoch 357/500 326/326 [==============================] - 0s 332us/step - loss: 0.1861 - accuracy: 0.9330 Epoch 358/500 326/326 [==============================] - 0s 328us/step - loss: 0.1863 - accuracy: 0.9326 Epoch 359/500 326/326 [==============================] - 0s 331us/step - loss: 0.1861 - accuracy: 0.9325 Epoch 360/500 326/326 [==============================] - 0s 334us/step - loss: 0.1861 - accuracy: 0.9337 Epoch 361/500 326/326 [==============================] - 0s 331us/step - loss: 0.1861 - accuracy: 0.9337 Epoch 362/500 326/326 [==============================] - 0s 387us/step - loss: 0.1860 - accuracy: 0.9335 Epoch 363/500 326/326 [==============================] - 0s 331us/step - loss: 0.1859 - accuracy: 0.9335 Epoch 364/500 326/326 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9340 Epoch 365/500 326/326 [==============================] - 0s 332us/step - loss: 0.1858 - accuracy: 0.9339 Epoch 366/500 326/326 [==============================] - 0s 330us/step - loss: 0.1861 - accuracy: 0.9337 Epoch 367/500 326/326 [==============================] - 0s 337us/step - loss: 0.1857 - accuracy: 0.9330 Epoch 368/500 326/326 [==============================] - 0s 331us/step - loss: 0.1859 - accuracy: 0.9334 Epoch 369/500 326/326 [==============================] - 0s 328us/step - loss: 0.1858 - accuracy: 0.9336 Epoch 370/500 326/326 [==============================] - 0s 331us/step - loss: 0.1855 - accuracy: 0.9329 Epoch 371/500 326/326 [==============================] - 0s 331us/step - loss: 0.1859 - accuracy: 0.9334 Epoch 372/500 326/326 [==============================] - 0s 332us/step - loss: 0.1857 - accuracy: 0.9334 Epoch 373/500 326/326 [==============================] - 0s 324us/step - loss: 0.1857 - accuracy: 0.9334 Epoch 374/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9336 Epoch 375/500 326/326 [==============================] - 0s 329us/step - loss: 0.1857 - accuracy: 0.9342 Epoch 376/500 326/326 [==============================] - 0s 327us/step - loss: 0.1855 - accuracy: 0.9336 Epoch 377/500 326/326 [==============================] - 0s 330us/step - loss: 0.1856 - accuracy: 0.9334 Epoch 378/500 326/326 [==============================] - 0s 332us/step - loss: 0.1858 - accuracy: 0.9330 Epoch 379/500 326/326 [==============================] - 0s 331us/step - loss: 0.1854 - accuracy: 0.9339 Epoch 380/500 326/326 [==============================] - 0s 334us/step - loss: 0.1856 - accuracy: 0.9342 Epoch 381/500 326/326 [==============================] - 0s 325us/step - loss: 0.1856 - accuracy: 0.9340 Epoch 382/500 326/326 [==============================] - 0s 329us/step - loss: 0.1856 - accuracy: 0.9335 Epoch 383/500 326/326 [==============================] - 0s 328us/step - loss: 0.1855 - accuracy: 0.9331 Epoch 384/500 326/326 [==============================] - 0s 327us/step - loss: 0.1855 - accuracy: 0.9326 Epoch 385/500 326/326 [==============================] - 0s 331us/step - loss: 0.1856 - accuracy: 0.9336 Epoch 386/500 326/326 [==============================] - 0s 330us/step - loss: 0.1856 - accuracy: 0.9334 Epoch 387/500 326/326 [==============================] - 0s 329us/step - loss: 0.1857 - accuracy: 0.9339 Epoch 388/500 326/326 [==============================] - 0s 333us/step - loss: 0.1855 - accuracy: 0.9337 Epoch 389/500 326/326 [==============================] - 0s 327us/step - loss: 0.1856 - accuracy: 0.9342 Epoch 390/500 326/326 [==============================] - 0s 328us/step - loss: 0.1856 - accuracy: 0.9337 Epoch 391/500 326/326 [==============================] - 0s 331us/step - loss: 0.1854 - accuracy: 0.9335 Epoch 392/500 326/326 [==============================] - 0s 328us/step - loss: 0.1853 - accuracy: 0.9348 Epoch 393/500 326/326 [==============================] - 0s 328us/step - loss: 0.1854 - accuracy: 0.9335 Epoch 394/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9334 Epoch 395/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9339 Epoch 396/500 326/326 [==============================] - 0s 332us/step - loss: 0.1853 - accuracy: 0.9336 Epoch 397/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9336 Epoch 398/500 326/326 [==============================] - 0s 329us/step - loss: 0.1853 - accuracy: 0.9334 Epoch 399/500 326/326 [==============================] - 0s 331us/step - loss: 0.1853 - accuracy: 0.9336 Epoch 400/500 326/326 [==============================] - 0s 332us/step - loss: 0.1854 - accuracy: 0.9329 Epoch 401/500 326/326 [==============================] - 0s 330us/step - loss: 0.1853 - accuracy: 0.9333 Epoch 402/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9339 Epoch 403/500 326/326 [==============================] - 0s 328us/step - loss: 0.1853 - accuracy: 0.9337 Epoch 404/500 326/326 [==============================] - 0s 332us/step - loss: 0.1851 - accuracy: 0.9350 Epoch 405/500 326/326 [==============================] - 0s 332us/step - loss: 0.1852 - accuracy: 0.9334 Epoch 406/500 326/326 [==============================] - 0s 331us/step - loss: 0.1853 - accuracy: 0.9336 Epoch 407/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9334 Epoch 408/500 326/326 [==============================] - 0s 329us/step - loss: 0.1853 - accuracy: 0.9337 Epoch 409/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9337 Epoch 410/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9335 Epoch 411/500 326/326 [==============================] - 0s 329us/step - loss: 0.1854 - accuracy: 0.9336 Epoch 412/500 326/326 [==============================] - 0s 331us/step - loss: 0.1851 - accuracy: 0.9339 Epoch 413/500 326/326 [==============================] - 0s 330us/step - loss: 0.1851 - accuracy: 0.9340 Epoch 414/500 326/326 [==============================] - 0s 330us/step - loss: 0.1852 - accuracy: 0.9329 Epoch 415/500 326/326 [==============================] - 0s 326us/step - loss: 0.1850 - accuracy: 0.9339 Epoch 416/500 326/326 [==============================] - 0s 329us/step - loss: 0.1852 - accuracy: 0.9329 Epoch 417/500 326/326 [==============================] - 0s 330us/step - loss: 0.1851 - accuracy: 0.9344 Epoch 418/500 326/326 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9335 Epoch 419/500 326/326 [==============================] - 0s 330us/step - loss: 0.1848 - accuracy: 0.9340 Epoch 420/500 326/326 [==============================] - 0s 328us/step - loss: 0.1851 - accuracy: 0.9344 Epoch 421/500 326/326 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9340 Epoch 422/500 326/326 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9336 Epoch 423/500 326/326 [==============================] - 0s 330us/step - loss: 0.1852 - accuracy: 0.9329 Epoch 424/500 326/326 [==============================] - 0s 330us/step - loss: 0.1850 - accuracy: 0.9335 Epoch 425/500 326/326 [==============================] - 0s 337us/step - loss: 0.1847 - accuracy: 0.9336 Epoch 426/500 326/326 [==============================] - 0s 327us/step - loss: 0.1847 - accuracy: 0.9335 Epoch 427/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9342 Epoch 428/500 326/326 [==============================] - 0s 330us/step - loss: 0.1849 - accuracy: 0.9344 Epoch 429/500 326/326 [==============================] - 0s 333us/step - loss: 0.1850 - accuracy: 0.9342 Epoch 430/500 326/326 [==============================] - 0s 334us/step - loss: 0.1850 - accuracy: 0.9337 Epoch 431/500 326/326 [==============================] - 0s 333us/step - loss: 0.1849 - accuracy: 0.9340 Epoch 432/500 326/326 [==============================] - 0s 326us/step - loss: 0.1846 - accuracy: 0.9341 Epoch 433/500 326/326 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9347 Epoch 434/500 326/326 [==============================] - 0s 327us/step - loss: 0.1848 - accuracy: 0.9329 Epoch 435/500 326/326 [==============================] - 0s 332us/step - loss: 0.1849 - accuracy: 0.9345 Epoch 436/500 326/326 [==============================] - 0s 331us/step - loss: 0.1850 - accuracy: 0.9348 Epoch 437/500 326/326 [==============================] - 0s 327us/step - loss: 0.1846 - accuracy: 0.9337 Epoch 438/500 326/326 [==============================] - 0s 331us/step - loss: 0.1847 - accuracy: 0.9341 Epoch 439/500 326/326 [==============================] - 0s 326us/step - loss: 0.1845 - accuracy: 0.9347 Epoch 440/500 326/326 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9346 Epoch 441/500 326/326 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9340 Epoch 442/500 326/326 [==============================] - 0s 331us/step - loss: 0.1848 - accuracy: 0.9344 Epoch 443/500 326/326 [==============================] - 0s 331us/step - loss: 0.1847 - accuracy: 0.9344 Epoch 444/500 326/326 [==============================] - 0s 328us/step - loss: 0.1851 - accuracy: 0.9344 Epoch 445/500 326/326 [==============================] - 0s 329us/step - loss: 0.1846 - accuracy: 0.9341 Epoch 446/500 326/326 [==============================] - 0s 332us/step - loss: 0.1847 - accuracy: 0.9346 Epoch 447/500 326/326 [==============================] - 0s 332us/step - loss: 0.1846 - accuracy: 0.9353 Epoch 448/500 326/326 [==============================] - 0s 329us/step - loss: 0.1847 - accuracy: 0.9341 Epoch 449/500 326/326 [==============================] - 0s 333us/step - loss: 0.1848 - accuracy: 0.9344 Epoch 450/500 326/326 [==============================] - 0s 328us/step - loss: 0.1846 - accuracy: 0.9341 Epoch 451/500 326/326 [==============================] - 0s 332us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 452/500 326/326 [==============================] - 0s 333us/step - loss: 0.1845 - accuracy: 0.9337 Epoch 453/500 326/326 [==============================] - 0s 327us/step - loss: 0.1845 - accuracy: 0.9345 Epoch 454/500 326/326 [==============================] - 0s 326us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 455/500 326/326 [==============================] - 0s 334us/step - loss: 0.1845 - accuracy: 0.9350 Epoch 456/500 326/326 [==============================] - 0s 328us/step - loss: 0.1847 - accuracy: 0.9337 Epoch 457/500 326/326 [==============================] - 0s 328us/step - loss: 0.1845 - accuracy: 0.9345 Epoch 458/500 326/326 [==============================] - 0s 332us/step - loss: 0.1846 - accuracy: 0.9351 Epoch 459/500 326/326 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9346 Epoch 460/500 326/326 [==============================] - 0s 331us/step - loss: 0.1844 - accuracy: 0.9347 Epoch 461/500 326/326 [==============================] - 0s 329us/step - loss: 0.1843 - accuracy: 0.9347 Epoch 462/500 326/326 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9347 Epoch 463/500 326/326 [==============================] - 0s 331us/step - loss: 0.1843 - accuracy: 0.9341 Epoch 464/500 326/326 [==============================] - 0s 332us/step - loss: 0.1845 - accuracy: 0.9351 Epoch 465/500 326/326 [==============================] - 0s 332us/step - loss: 0.1847 - accuracy: 0.9346 Epoch 466/500 326/326 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9352 Epoch 467/500 326/326 [==============================] - 0s 331us/step - loss: 0.1843 - accuracy: 0.9347 Epoch 468/500 326/326 [==============================] - 0s 329us/step - loss: 0.1842 - accuracy: 0.9352 Epoch 469/500 326/326 [==============================] - 0s 331us/step - loss: 0.1844 - accuracy: 0.9346 Epoch 470/500 326/326 [==============================] - 0s 329us/step - loss: 0.1841 - accuracy: 0.9348 Epoch 471/500 326/326 [==============================] - 0s 337us/step - loss: 0.1843 - accuracy: 0.9346 Epoch 472/500 326/326 [==============================] - 0s 329us/step - loss: 0.1843 - accuracy: 0.9347 Epoch 473/500 326/326 [==============================] - 0s 329us/step - loss: 0.1842 - accuracy: 0.9350 Epoch 474/500 326/326 [==============================] - 0s 348us/step - loss: 0.1842 - accuracy: 0.9347 Epoch 475/500 326/326 [==============================] - 0s 364us/step - loss: 0.1842 - accuracy: 0.9345 Epoch 476/500 326/326 [==============================] - 0s 366us/step - loss: 0.1838 - accuracy: 0.9351 Epoch 477/500 326/326 [==============================] - 0s 376us/step - loss: 0.1841 - accuracy: 0.9342 Epoch 478/500 326/326 [==============================] - 0s 337us/step - loss: 0.1840 - accuracy: 0.9350 Epoch 479/500 326/326 [==============================] - 0s 333us/step - loss: 0.1840 - accuracy: 0.9351 Epoch 480/500 326/326 [==============================] - 0s 331us/step - loss: 0.1837 - accuracy: 0.9360 Epoch 481/500 326/326 [==============================] - 0s 382us/step - loss: 0.1840 - accuracy: 0.9351 Epoch 482/500 326/326 [==============================] - 0s 334us/step - loss: 0.1839 - accuracy: 0.9353 Epoch 483/500 326/326 [==============================] - 0s 332us/step - loss: 0.1840 - accuracy: 0.9353 Epoch 484/500 326/326 [==============================] - 0s 329us/step - loss: 0.1841 - accuracy: 0.9351 Epoch 485/500 326/326 [==============================] - 0s 329us/step - loss: 0.1840 - accuracy: 0.9357 Epoch 486/500 326/326 [==============================] - 0s 329us/step - loss: 0.1841 - accuracy: 0.9360 Epoch 487/500 326/326 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9350 Epoch 488/500 326/326 [==============================] - 0s 331us/step - loss: 0.1838 - accuracy: 0.9362 Epoch 489/500 326/326 [==============================] - 0s 331us/step - loss: 0.1837 - accuracy: 0.9356 Epoch 490/500 326/326 [==============================] - 0s 334us/step - loss: 0.1838 - accuracy: 0.9361 Epoch 491/500 326/326 [==============================] - 0s 332us/step - loss: 0.1837 - accuracy: 0.9360 Epoch 492/500 326/326 [==============================] - 0s 325us/step - loss: 0.1838 - accuracy: 0.9353 Epoch 493/500 326/326 [==============================] - 0s 333us/step - loss: 0.1837 - accuracy: 0.9358 Epoch 494/500 326/326 [==============================] - 0s 329us/step - loss: 0.1836 - accuracy: 0.9367 Epoch 495/500 326/326 [==============================] - 0s 332us/step - loss: 0.1837 - accuracy: 0.9353 Epoch 496/500 326/326 [==============================] - 0s 333us/step - loss: 0.1836 - accuracy: 0.9358 Epoch 497/500 326/326 [==============================] - 0s 328us/step - loss: 0.1837 - accuracy: 0.9356 Epoch 498/500 326/326 [==============================] - 0s 328us/step - loss: 0.1837 - accuracy: 0.9351 Epoch 499/500 326/326 [==============================] - 0s 332us/step - loss: 0.1836 - accuracy: 0.9357 Epoch 500/500 326/326 [==============================] - 0s 329us/step - loss: 0.1837 - accuracy: 0.9353 29/29 [==============================] - 0s 305us/step Epoch 1/500 326/326 [==============================] - 0s 363us/step - loss: 0.4148 - accuracy: 0.9265 Epoch 2/500 326/326 [==============================] - 0s 332us/step - loss: 0.2084 - accuracy: 0.9291 Epoch 3/500 326/326 [==============================] - 0s 332us/step - loss: 0.2028 - accuracy: 0.9291 Epoch 4/500 326/326 [==============================] - 0s 328us/step - loss: 0.2008 - accuracy: 0.9291 Epoch 5/500 326/326 [==============================] - 0s 326us/step - loss: 0.1997 - accuracy: 0.9291 Epoch 6/500 326/326 [==============================] - 0s 327us/step - loss: 0.1991 - accuracy: 0.9291 Epoch 7/500 326/326 [==============================] - 0s 329us/step - loss: 0.1987 - accuracy: 0.9291 Epoch 8/500 326/326 [==============================] - 0s 329us/step - loss: 0.1985 - accuracy: 0.9291 Epoch 9/500 326/326 [==============================] - 0s 327us/step - loss: 0.1981 - accuracy: 0.9291 Epoch 10/500 326/326 [==============================] - 0s 334us/step - loss: 0.1979 - accuracy: 0.9291 Epoch 11/500 326/326 [==============================] - 0s 406us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 12/500 326/326 [==============================] - 0s 339us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 13/500 326/326 [==============================] - 0s 337us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 14/500 326/326 [==============================] - 0s 340us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 15/500 326/326 [==============================] - 0s 333us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 16/500 326/326 [==============================] - 0s 334us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 17/500 326/326 [==============================] - 0s 330us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 18/500 326/326 [==============================] - 0s 327us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 19/500 326/326 [==============================] - 0s 331us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 20/500 326/326 [==============================] - 0s 338us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 21/500 326/326 [==============================] - 0s 327us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 22/500 326/326 [==============================] - 0s 329us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 23/500 326/326 [==============================] - 0s 331us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 24/500 326/326 [==============================] - 0s 329us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 25/500 326/326 [==============================] - 0s 328us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 26/500 326/326 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 27/500 326/326 [==============================] - 0s 325us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 28/500 326/326 [==============================] - 0s 328us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 29/500 326/326 [==============================] - 0s 325us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 30/500 326/326 [==============================] - 0s 330us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 31/500 326/326 [==============================] - 0s 329us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 32/500 326/326 [==============================] - 0s 334us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 33/500 326/326 [==============================] - 0s 331us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 34/500 326/326 [==============================] - 0s 329us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 35/500 326/326 [==============================] - 0s 331us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 36/500 326/326 [==============================] - 0s 328us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 37/500 326/326 [==============================] - 0s 326us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 38/500 326/326 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 39/500 326/326 [==============================] - 0s 327us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 40/500 326/326 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 41/500 326/326 [==============================] - 0s 326us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 42/500 326/326 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 43/500 326/326 [==============================] - 0s 328us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 44/500 326/326 [==============================] - 0s 329us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 45/500 326/326 [==============================] - 0s 331us/step - loss: 0.1946 - accuracy: 0.9291 Epoch 46/500 326/326 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 47/500 326/326 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 48/500 326/326 [==============================] - 0s 329us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 49/500 326/326 [==============================] - 0s 335us/step - loss: 0.1946 - accuracy: 0.9291 Epoch 50/500 326/326 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 51/500 326/326 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 52/500 326/326 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 53/500 326/326 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 54/500 326/326 [==============================] - 0s 326us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 55/500 326/326 [==============================] - 0s 328us/step - loss: 0.1945 - accuracy: 0.9293 Epoch 56/500 326/326 [==============================] - 0s 329us/step - loss: 0.1946 - accuracy: 0.9291 Epoch 57/500 326/326 [==============================] - 0s 328us/step - loss: 0.1943 - accuracy: 0.9287 Epoch 58/500 326/326 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9293 Epoch 59/500 326/326 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9287 Epoch 60/500 326/326 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 61/500 326/326 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 62/500 326/326 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9286 Epoch 63/500 326/326 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9292 Epoch 64/500 326/326 [==============================] - 0s 328us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 65/500 326/326 [==============================] - 0s 328us/step - loss: 0.1943 - accuracy: 0.9292 Epoch 66/500 326/326 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9289 Epoch 67/500 326/326 [==============================] - 0s 327us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 68/500 326/326 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 69/500 326/326 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9293 Epoch 70/500 326/326 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 71/500 326/326 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 72/500 326/326 [==============================] - 0s 329us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 73/500 326/326 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 74/500 326/326 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 75/500 326/326 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 76/500 326/326 [==============================] - 0s 328us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 77/500 326/326 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9292 Epoch 78/500 326/326 [==============================] - 0s 329us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 79/500 326/326 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 80/500 326/326 [==============================] - 0s 327us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 81/500 326/326 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9298 Epoch 82/500 326/326 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 83/500 326/326 [==============================] - 0s 329us/step - loss: 0.1941 - accuracy: 0.9298 Epoch 84/500 326/326 [==============================] - 0s 328us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 85/500 326/326 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 86/500 326/326 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 87/500 326/326 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9303 Epoch 88/500 326/326 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 89/500 326/326 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 90/500 326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9302 Epoch 91/500 326/326 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 92/500 326/326 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 93/500 326/326 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 94/500 326/326 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9302 Epoch 95/500 326/326 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9302 Epoch 96/500 326/326 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 97/500 326/326 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 98/500 326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9303 Epoch 99/500 326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 100/500 326/326 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 101/500 326/326 [==============================] - 0s 331us/step - loss: 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[==============================] - 0s 328us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 112/500 326/326 [==============================] - 0s 327us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 113/500 326/326 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9303 Epoch 114/500 326/326 [==============================] - 0s 328us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 115/500 326/326 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9304 Epoch 116/500 326/326 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9304 Epoch 117/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 118/500 326/326 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9293 Epoch 119/500 326/326 [==============================] - 0s 372us/step - loss: 0.1938 - accuracy: 0.9298 Epoch 120/500 326/326 [==============================] - 0s 372us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 121/500 326/326 [==============================] - 0s 373us/step - loss: 0.1939 - accuracy: 0.9299 Epoch 122/500 326/326 [==============================] - 0s 354us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 123/500 326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 124/500 326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 125/500 326/326 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 126/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 127/500 326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 128/500 326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 129/500 326/326 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9298 Epoch 130/500 326/326 [==============================] - 0s 335us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 131/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 132/500 326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 133/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 134/500 326/326 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 135/500 326/326 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9303 Epoch 136/500 326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 137/500 326/326 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 138/500 326/326 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 139/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 140/500 326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 141/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 142/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 143/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 144/500 326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 145/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 146/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 147/500 326/326 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 148/500 326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 149/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 150/500 326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 151/500 326/326 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 152/500 326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 153/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 154/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 155/500 326/326 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 156/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 157/500 326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9304 Epoch 158/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 159/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 160/500 326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 161/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9302 Epoch 162/500 326/326 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 163/500 326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 164/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 165/500 326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 166/500 326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 167/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9302 Epoch 168/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 169/500 326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9304 Epoch 170/500 326/326 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 171/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 172/500 326/326 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 173/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 174/500 326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 175/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 176/500 326/326 [==============================] - 0s 327us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 177/500 326/326 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 178/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 179/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 180/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 181/500 326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 182/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 183/500 326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 184/500 326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 185/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 186/500 326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 187/500 326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 188/500 326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9294 Epoch 189/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 190/500 326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 191/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 192/500 326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 193/500 326/326 [==============================] - 0s 326us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 194/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 195/500 326/326 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 196/500 326/326 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 197/500 326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 198/500 326/326 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 199/500 326/326 [==============================] - 0s 387us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 200/500 326/326 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 201/500 326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 202/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 203/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 204/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 205/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 206/500 326/326 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 207/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9294 Epoch 208/500 326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 209/500 326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9302 Epoch 210/500 326/326 [==============================] - 0s 336us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 211/500 326/326 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9293 Epoch 212/500 326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 213/500 326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 214/500 326/326 [==============================] - 0s 327us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 215/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 216/500 326/326 [==============================] - 0s 327us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 217/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 218/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 219/500 326/326 [==============================] - 0s 326us/step - loss: 0.1933 - accuracy: 0.9292 Epoch 220/500 326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 221/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 222/500 326/326 [==============================] - 0s 326us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 223/500 326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 224/500 326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9304 Epoch 225/500 326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 226/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 227/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9292 Epoch 228/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 229/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 230/500 326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 231/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 232/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9299 Epoch 233/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 234/500 326/326 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 235/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9291 Epoch 236/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9294 Epoch 237/500 326/326 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 238/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 239/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 240/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 241/500 326/326 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 242/500 326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 243/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 244/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 245/500 326/326 [==============================] - 0s 335us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 246/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 247/500 326/326 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 248/500 326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9294 Epoch 249/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9294 Epoch 250/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 251/500 326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9294 Epoch 252/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 253/500 326/326 [==============================] - 0s 326us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 254/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 255/500 326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 256/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 257/500 326/326 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 258/500 326/326 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 259/500 326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 260/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 261/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 262/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 263/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 264/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 265/500 326/326 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 266/500 326/326 [==============================] - 0s 370us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 267/500 326/326 [==============================] - 0s 375us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 268/500 326/326 [==============================] - 0s 385us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 269/500 326/326 [==============================] - 0s 345us/step - loss: 0.1933 - accuracy: 0.9292 Epoch 270/500 326/326 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 271/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 272/500 326/326 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 273/500 326/326 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 274/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9293 Epoch 275/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 276/500 326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 277/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 278/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 279/500 326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 280/500 326/326 [==============================] - 0s 327us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 281/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 282/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 283/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 284/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 285/500 326/326 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 286/500 326/326 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 287/500 326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 288/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 289/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 290/500 326/326 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 291/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 292/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 293/500 326/326 [==============================] - 0s 326us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 294/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 295/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 296/500 326/326 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 297/500 326/326 [==============================] - 0s 336us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 298/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 299/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 300/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 301/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 302/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9294 Epoch 303/500 326/326 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 304/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 305/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 306/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 307/500 326/326 [==============================] - 0s 332us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 308/500 326/326 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 309/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 310/500 326/326 [==============================] - 0s 344us/step - 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[==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9294 Epoch 321/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 322/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 323/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 324/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 325/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 326/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 327/500 326/326 [==============================] - 0s 324us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 328/500 326/326 [==============================] - 0s 325us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 329/500 326/326 [==============================] - 0s 332us/step - 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[==============================] - 0s 366us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 340/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9293 Epoch 341/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 342/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 343/500 326/326 [==============================] - 0s 344us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 344/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 345/500 326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 346/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 347/500 326/326 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 348/500 326/326 [==============================] - 0s 385us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 349/500 326/326 [==============================] - 0s 340us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 350/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 351/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 352/500 326/326 [==============================] - 0s 434us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 353/500 326/326 [==============================] - 0s 343us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 354/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 355/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 356/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 357/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 358/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 359/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 360/500 326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 361/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 362/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 363/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 364/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 365/500 326/326 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 366/500 326/326 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 367/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 368/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 369/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 370/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 371/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9294 Epoch 372/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 373/500 326/326 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 374/500 326/326 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 375/500 326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 376/500 326/326 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 377/500 326/326 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 378/500 326/326 [==============================] - 0s 338us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 379/500 326/326 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9296 Epoch 380/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 381/500 326/326 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 382/500 326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 383/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 384/500 326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9294 Epoch 385/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 386/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 387/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 388/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 389/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 390/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9296 Epoch 391/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 392/500 326/326 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 393/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 394/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 395/500 326/326 [==============================] - 0s 327us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 396/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 397/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 398/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 399/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9292 Epoch 400/500 326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 401/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 402/500 326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 403/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 404/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 405/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 406/500 326/326 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 407/500 326/326 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 408/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 409/500 326/326 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9298 Epoch 410/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 411/500 326/326 [==============================] - 0s 337us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 412/500 326/326 [==============================] - 0s 375us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 413/500 326/326 [==============================] - 0s 381us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 414/500 326/326 [==============================] - 0s 375us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 415/500 326/326 [==============================] - 0s 338us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 416/500 326/326 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 417/500 326/326 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 418/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 419/500 326/326 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 420/500 326/326 [==============================] - 0s 337us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 421/500 326/326 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 422/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9293 Epoch 423/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 424/500 326/326 [==============================] - 0s 336us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 425/500 326/326 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 426/500 326/326 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 427/500 326/326 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 428/500 326/326 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 429/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9294 Epoch 430/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 431/500 326/326 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 432/500 326/326 [==============================] - 0s 365us/step - loss: 0.1927 - accuracy: 0.9296 Epoch 433/500 326/326 [==============================] - 0s 384us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 434/500 326/326 [==============================] - 0s 356us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 435/500 326/326 [==============================] - 0s 388us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 436/500 326/326 [==============================] - 0s 377us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 437/500 326/326 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9296 Epoch 438/500 326/326 [==============================] - 0s 449us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 439/500 326/326 [==============================] - 0s 419us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 440/500 326/326 [==============================] - 0s 371us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 441/500 326/326 [==============================] - 0s 360us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 442/500 326/326 [==============================] - 0s 350us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 443/500 326/326 [==============================] - 0s 342us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 444/500 326/326 [==============================] - 0s 382us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 445/500 326/326 [==============================] - 0s 367us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 446/500 326/326 [==============================] - 0s 347us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 447/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 448/500 326/326 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 449/500 326/326 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9296 Epoch 450/500 326/326 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 451/500 326/326 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 452/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9293 Epoch 453/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 454/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9294 Epoch 455/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 456/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9293 Epoch 457/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 458/500 326/326 [==============================] - 0s 326us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 459/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 460/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9296 Epoch 461/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 462/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 463/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 464/500 326/326 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 465/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 466/500 326/326 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 467/500 326/326 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 468/500 326/326 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9299 Epoch 469/500 326/326 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 470/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 471/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 472/500 326/326 [==============================] - 0s 341us/step - loss: 0.1928 - accuracy: 0.9294 Epoch 473/500 326/326 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 474/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 475/500 326/326 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9296 Epoch 476/500 326/326 [==============================] - 0s 333us/step - loss: 0.1927 - accuracy: 0.9296 Epoch 477/500 326/326 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 478/500 326/326 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9296 Epoch 479/500 326/326 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9297 Epoch 480/500 326/326 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9294 Epoch 481/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 482/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 483/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 484/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9294 Epoch 485/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 486/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 487/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9298 Epoch 488/500 326/326 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9294 Epoch 489/500 326/326 [==============================] - 0s 332us/step - loss: 0.1931 - accuracy: 0.9297 Epoch 490/500 326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 491/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 492/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9294 Epoch 493/500 326/326 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9298 Epoch 494/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 495/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 496/500 326/326 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 497/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 498/500 326/326 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 499/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 500/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9298 29/29 [==============================] - 0s 299us/step Epoch 1/500 326/326 [==============================] - 0s 365us/step - loss: 0.3788 - accuracy: 0.9298 Epoch 2/500 326/326 [==============================] - 0s 330us/step - loss: 0.2028 - accuracy: 0.9307 Epoch 3/500 326/326 [==============================] - 0s 330us/step - loss: 0.1984 - accuracy: 0.9307 Epoch 4/500 326/326 [==============================] - 0s 331us/step - loss: 0.1967 - accuracy: 0.9307 Epoch 5/500 326/326 [==============================] - 0s 328us/step - loss: 0.1958 - accuracy: 0.9307 Epoch 6/500 326/326 [==============================] - 0s 329us/step - loss: 0.1952 - accuracy: 0.9307 Epoch 7/500 326/326 [==============================] - 0s 328us/step - loss: 0.1949 - accuracy: 0.9307 Epoch 8/500 326/326 [==============================] - 0s 329us/step - loss: 0.1946 - accuracy: 0.9307 Epoch 9/500 326/326 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9307 Epoch 10/500 326/326 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 11/500 326/326 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 12/500 326/326 [==============================] - 0s 327us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 13/500 326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 14/500 326/326 [==============================] - 0s 328us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 15/500 326/326 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 16/500 326/326 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 17/500 326/326 [==============================] - 0s 392us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 18/500 326/326 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 19/500 326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 20/500 326/326 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 21/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 22/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 23/500 326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 24/500 326/326 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 25/500 326/326 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 26/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 27/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 28/500 326/326 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 29/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 30/500 326/326 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 31/500 326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 32/500 326/326 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 33/500 326/326 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 34/500 326/326 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 35/500 326/326 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 36/500 326/326 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 37/500 326/326 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 38/500 326/326 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 39/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 40/500 326/326 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 41/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 42/500 326/326 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 43/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 44/500 326/326 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 45/500 326/326 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 46/500 326/326 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 47/500 326/326 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 48/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 49/500 326/326 [==============================] - 0s 327us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 50/500 326/326 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 51/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 52/500 326/326 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 53/500 326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 54/500 326/326 [==============================] - 0s 363us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 55/500 326/326 [==============================] - 0s 368us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 56/500 326/326 [==============================] - 0s 370us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 57/500 326/326 [==============================] - 0s 343us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 58/500 326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 59/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 60/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 61/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 62/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 63/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 64/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 65/500 326/326 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 66/500 326/326 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 67/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 68/500 326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 69/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 70/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 71/500 326/326 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 72/500 326/326 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 73/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 74/500 326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 75/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 76/500 326/326 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 77/500 326/326 [==============================] - 0s 339us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 78/500 326/326 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 79/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 80/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 81/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 82/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 83/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 84/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 85/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 86/500 326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 87/500 326/326 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 88/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 89/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 90/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 91/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 92/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 93/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 94/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 95/500 326/326 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 96/500 326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 97/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 98/500 326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 99/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 100/500 326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 101/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 102/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 103/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 104/500 326/326 [==============================] - 0s 330us/step - loss: 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[==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 115/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 116/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 117/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 118/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 119/500 326/326 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 120/500 326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 121/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 122/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 123/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 124/500 326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 125/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 126/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 127/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 128/500 326/326 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 129/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 130/500 326/326 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 131/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 132/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 133/500 326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 134/500 326/326 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 135/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 136/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 137/500 326/326 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 138/500 326/326 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 139/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 140/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 141/500 326/326 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 142/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 143/500 326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 144/500 326/326 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 145/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 146/500 326/326 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 147/500 326/326 [==============================] - 0s 382us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 148/500 326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 149/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 150/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9319 Epoch 151/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 152/500 326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 153/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 154/500 326/326 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 155/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 156/500 326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 157/500 326/326 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 158/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 159/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 160/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9320 Epoch 161/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 162/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9320 Epoch 163/500 326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9318 Epoch 164/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 165/500 326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 166/500 326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9320 Epoch 167/500 326/326 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 168/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9320 Epoch 169/500 326/326 [==============================] - 0s 326us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 170/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 171/500 326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 172/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 173/500 326/326 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 174/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 175/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 176/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 177/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 178/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 179/500 326/326 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 180/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 181/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 182/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 183/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 184/500 326/326 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 185/500 326/326 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 186/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 187/500 326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9321 Epoch 188/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 189/500 326/326 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 190/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 191/500 326/326 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 192/500 326/326 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 193/500 326/326 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 194/500 326/326 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 195/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 196/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 197/500 326/326 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 198/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 199/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 200/500 326/326 [==============================] - 0s 337us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 201/500 326/326 [==============================] - 0s 357us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 202/500 326/326 [==============================] - 0s 367us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 203/500 326/326 [==============================] - 0s 380us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 204/500 326/326 [==============================] - 0s 373us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 205/500 326/326 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 206/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 207/500 326/326 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 208/500 326/326 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 209/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 210/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 211/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 212/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 213/500 326/326 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 214/500 326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 215/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 216/500 326/326 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9320 Epoch 217/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 218/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 219/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 220/500 326/326 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9323 Epoch 221/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 222/500 326/326 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 223/500 326/326 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 224/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 225/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 226/500 326/326 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9319 Epoch 227/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 228/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 229/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 230/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 231/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 232/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 233/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 234/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 235/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 236/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 237/500 326/326 [==============================] - 0s 404us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 238/500 326/326 [==============================] - 0s 342us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 239/500 326/326 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 240/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 241/500 326/326 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 242/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 243/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 244/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 245/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 246/500 326/326 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 247/500 326/326 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 248/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9323 Epoch 249/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 250/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 251/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 252/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 253/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 254/500 326/326 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 255/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 256/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 257/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9323 Epoch 258/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 259/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 260/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 261/500 326/326 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 262/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 263/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 264/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 265/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 266/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 267/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 268/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9324 Epoch 269/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 270/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 271/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 272/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 273/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 274/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 275/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9324 Epoch 276/500 326/326 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 277/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 278/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9325 Epoch 279/500 326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 280/500 326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 281/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9325 Epoch 282/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9325 Epoch 283/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9324 Epoch 284/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9323 Epoch 285/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 286/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9324 Epoch 287/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9323 Epoch 288/500 326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 289/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 290/500 326/326 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 291/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9324 Epoch 292/500 326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 293/500 326/326 [==============================] - 0s 349us/step - loss: 0.1905 - accuracy: 0.9329 Epoch 294/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 295/500 326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9325 Epoch 296/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 297/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9324 Epoch 298/500 326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 299/500 326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 300/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 301/500 326/326 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9325 Epoch 302/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 303/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 304/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 305/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9323 Epoch 306/500 326/326 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9324 Epoch 307/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 308/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9325 Epoch 309/500 326/326 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 310/500 326/326 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9325 Epoch 311/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9328 Epoch 312/500 326/326 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9328 Epoch 313/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 314/500 326/326 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9321 Epoch 315/500 326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9325 Epoch 316/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9325 Epoch 317/500 326/326 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 318/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 319/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 320/500 326/326 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9326 Epoch 321/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9324 Epoch 322/500 326/326 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9323 Epoch 323/500 326/326 [==============================] - 0s 325us/step - loss: 0.1900 - accuracy: 0.9320 Epoch 324/500 326/326 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 325/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9325 Epoch 326/500 326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9321 Epoch 327/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9323 Epoch 328/500 326/326 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9325 Epoch 329/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 330/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9319 Epoch 331/500 326/326 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 332/500 326/326 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 333/500 326/326 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9323 Epoch 334/500 326/326 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 335/500 326/326 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9321 Epoch 336/500 326/326 [==============================] - 0s 325us/step - loss: 0.1899 - accuracy: 0.9325 Epoch 337/500 326/326 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9321 Epoch 338/500 326/326 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9325 Epoch 339/500 326/326 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 340/500 326/326 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9324 Epoch 341/500 326/326 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9320 Epoch 342/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9321 Epoch 343/500 326/326 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9328 Epoch 344/500 326/326 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9321 Epoch 345/500 326/326 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9328 Epoch 346/500 326/326 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9325 Epoch 347/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9321 Epoch 348/500 326/326 [==============================] - 0s 349us/step - loss: 0.1899 - accuracy: 0.9325 Epoch 349/500 326/326 [==============================] - 0s 375us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 350/500 326/326 [==============================] - 0s 380us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 351/500 326/326 [==============================] - 0s 360us/step - loss: 0.1897 - accuracy: 0.9321 Epoch 352/500 326/326 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 353/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9321 Epoch 354/500 326/326 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 355/500 326/326 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9323 Epoch 356/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 357/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 358/500 326/326 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9323 Epoch 359/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 360/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 361/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9325 Epoch 362/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9324 Epoch 363/500 326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9321 Epoch 364/500 326/326 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9320 Epoch 365/500 326/326 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9321 Epoch 366/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 367/500 326/326 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9323 Epoch 368/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 369/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 370/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 371/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 372/500 326/326 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 373/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 374/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9326 Epoch 375/500 326/326 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9321 Epoch 376/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 377/500 326/326 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 378/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 379/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 380/500 326/326 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9324 Epoch 381/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9319 Epoch 382/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9323 Epoch 383/500 326/326 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 384/500 326/326 [==============================] - 0s 384us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 385/500 326/326 [==============================] - 0s 340us/step - loss: 0.1896 - accuracy: 0.9326 Epoch 386/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9323 Epoch 387/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9321 Epoch 388/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 389/500 326/326 [==============================] - 0s 325us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 390/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 391/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9321 Epoch 392/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 393/500 326/326 [==============================] - 0s 343us/step - loss: 0.1895 - accuracy: 0.9324 Epoch 394/500 326/326 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 395/500 326/326 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9324 Epoch 396/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 397/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9321 Epoch 398/500 326/326 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 399/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 400/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 401/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 402/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 403/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 404/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 405/500 326/326 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 406/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 407/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 408/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9319 Epoch 409/500 326/326 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9323 Epoch 410/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 411/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9323 Epoch 412/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 413/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 414/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 415/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 416/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 417/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9323 Epoch 418/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 419/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 420/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 421/500 326/326 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9326 Epoch 422/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 423/500 326/326 [==============================] - 0s 326us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 424/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 425/500 326/326 [==============================] - 0s 346us/step - loss: 0.1896 - accuracy: 0.9323 Epoch 426/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 427/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9325 Epoch 428/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 429/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 430/500 326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 431/500 326/326 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 432/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 433/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9328 Epoch 434/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 435/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 436/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 437/500 326/326 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9324 Epoch 438/500 326/326 [==============================] - 0s 325us/step - loss: 0.1892 - accuracy: 0.9321 Epoch 439/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 440/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 441/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9324 Epoch 442/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9323 Epoch 443/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 444/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 445/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 446/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 447/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 448/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9324 Epoch 449/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9324 Epoch 450/500 326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 451/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 452/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 453/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9324 Epoch 454/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9323 Epoch 455/500 326/326 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 456/500 326/326 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9319 Epoch 457/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 458/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 459/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 460/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 461/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 462/500 326/326 [==============================] - 0s 325us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 463/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 464/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 465/500 326/326 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 466/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9325 Epoch 467/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9324 Epoch 468/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9321 Epoch 469/500 326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 470/500 326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 471/500 326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 472/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 473/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 474/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9321 Epoch 475/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9324 Epoch 476/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 477/500 326/326 [==============================] - 0s 340us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 478/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9324 Epoch 479/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 480/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 481/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 482/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 483/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9323 Epoch 484/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 485/500 326/326 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 486/500 326/326 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 487/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9324 Epoch 488/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 489/500 326/326 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9325 Epoch 490/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 491/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 492/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 493/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 494/500 326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 495/500 326/326 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 496/500 326/326 [==============================] - 0s 369us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 497/500 326/326 [==============================] - 0s 375us/step - loss: 0.1893 - accuracy: 0.9321 Epoch 498/500 326/326 [==============================] - 0s 370us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 499/500 326/326 [==============================] - 0s 335us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 500/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9320 29/29 [==============================] - 0s 294us/step Epoch 1/500 326/326 [==============================] - 0s 365us/step - loss: 0.4123 - accuracy: 0.9278 Epoch 2/500 326/326 [==============================] - 0s 336us/step - loss: 0.2035 - accuracy: 0.9305 Epoch 3/500 326/326 [==============================] - 0s 329us/step - loss: 0.1987 - accuracy: 0.9305 Epoch 4/500 326/326 [==============================] - 0s 332us/step - loss: 0.1970 - accuracy: 0.9305 Epoch 5/500 326/326 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9305 Epoch 6/500 326/326 [==============================] - 0s 328us/step - loss: 0.1955 - accuracy: 0.9305 Epoch 7/500 326/326 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9305 Epoch 8/500 326/326 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9305 Epoch 9/500 326/326 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9305 Epoch 10/500 326/326 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9305 Epoch 11/500 326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 12/500 326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 13/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 14/500 326/326 [==============================] - 0s 332us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 15/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 16/500 326/326 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 17/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 18/500 326/326 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 19/500 326/326 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 20/500 326/326 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 21/500 326/326 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 22/500 326/326 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 23/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 24/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 25/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 26/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 27/500 326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 28/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 29/500 326/326 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 30/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 31/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 32/500 326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 33/500 326/326 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 34/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 35/500 326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 36/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 37/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 38/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 39/500 326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 40/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 41/500 326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 42/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 43/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 44/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 45/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 46/500 326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 47/500 326/326 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 48/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 49/500 326/326 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 50/500 326/326 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 51/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 52/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 53/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 54/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 55/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 56/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 57/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 58/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 59/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 60/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 61/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 62/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 63/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 64/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 65/500 326/326 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 66/500 326/326 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 67/500 326/326 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 68/500 326/326 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 69/500 326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 70/500 326/326 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 71/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 72/500 326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 73/500 326/326 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 74/500 326/326 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 75/500 326/326 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 76/500 326/326 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 77/500 326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 78/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 79/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 80/500 326/326 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 81/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 82/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 83/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 84/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 85/500 326/326 [==============================] - 0s 326us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 86/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 87/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 88/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 89/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 90/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 91/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 92/500 326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 93/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 94/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 95/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 96/500 326/326 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 97/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 98/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 99/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 100/500 326/326 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 101/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9305 Epoch 102/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 103/500 326/326 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 104/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 105/500 326/326 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 106/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 107/500 326/326 [==============================] - 0s 331us/step - loss: 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[==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 118/500 326/326 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 119/500 326/326 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 120/500 326/326 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 121/500 326/326 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 122/500 326/326 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 123/500 326/326 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 124/500 326/326 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 125/500 326/326 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9318 Epoch 126/500 326/326 [==============================] - 0s 332us/step - loss: 0.1882 - accuracy: 0.9314 Epoch 127/500 326/326 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9309 Epoch 128/500 326/326 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 129/500 326/326 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9304 Epoch 130/500 326/326 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9315 Epoch 131/500 326/326 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 132/500 326/326 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9314 Epoch 133/500 326/326 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9312 Epoch 134/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9317 Epoch 135/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9308 Epoch 136/500 326/326 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9313 Epoch 137/500 326/326 [==============================] - 0s 329us/step - loss: 0.1880 - accuracy: 0.9314 Epoch 138/500 326/326 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9317 Epoch 139/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 140/500 326/326 [==============================] - 0s 362us/step - loss: 0.1879 - accuracy: 0.9320 Epoch 141/500 326/326 [==============================] - 0s 364us/step - loss: 0.1879 - accuracy: 0.9321 Epoch 142/500 326/326 [==============================] - 0s 366us/step - loss: 0.1877 - accuracy: 0.9314 Epoch 143/500 326/326 [==============================] - 0s 365us/step - loss: 0.1878 - accuracy: 0.9317 Epoch 144/500 326/326 [==============================] - 0s 337us/step - loss: 0.1877 - accuracy: 0.9320 Epoch 145/500 326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9313 Epoch 146/500 326/326 [==============================] - 0s 335us/step - loss: 0.1878 - accuracy: 0.9314 Epoch 147/500 326/326 [==============================] - 0s 332us/step - loss: 0.1875 - accuracy: 0.9315 Epoch 148/500 326/326 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9310 Epoch 149/500 326/326 [==============================] - 0s 335us/step - loss: 0.1874 - accuracy: 0.9318 Epoch 150/500 326/326 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9314 Epoch 151/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 152/500 326/326 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9313 Epoch 153/500 326/326 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9310 Epoch 154/500 326/326 [==============================] - 0s 331us/step - loss: 0.1875 - accuracy: 0.9317 Epoch 155/500 326/326 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 156/500 326/326 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9312 Epoch 157/500 326/326 [==============================] - 0s 329us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 158/500 326/326 [==============================] - 0s 331us/step - loss: 0.1871 - accuracy: 0.9314 Epoch 159/500 326/326 [==============================] - 0s 390us/step - loss: 0.1873 - accuracy: 0.9307 Epoch 160/500 326/326 [==============================] - 0s 336us/step - loss: 0.1873 - accuracy: 0.9315 Epoch 161/500 326/326 [==============================] - 0s 330us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 162/500 326/326 [==============================] - 0s 332us/step - loss: 0.1870 - accuracy: 0.9313 Epoch 163/500 326/326 [==============================] - 0s 328us/step - loss: 0.1871 - accuracy: 0.9313 Epoch 164/500 326/326 [==============================] - 0s 329us/step - loss: 0.1873 - accuracy: 0.9310 Epoch 165/500 326/326 [==============================] - 0s 330us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 166/500 326/326 [==============================] - 0s 328us/step - loss: 0.1870 - accuracy: 0.9319 Epoch 167/500 326/326 [==============================] - 0s 330us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 168/500 326/326 [==============================] - 0s 329us/step - loss: 0.1871 - accuracy: 0.9314 Epoch 169/500 326/326 [==============================] - 0s 328us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 170/500 326/326 [==============================] - 0s 331us/step - loss: 0.1871 - accuracy: 0.9312 Epoch 171/500 326/326 [==============================] - 0s 332us/step - loss: 0.1869 - accuracy: 0.9319 Epoch 172/500 326/326 [==============================] - 0s 332us/step - loss: 0.1869 - accuracy: 0.9317 Epoch 173/500 326/326 [==============================] - 0s 329us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 174/500 326/326 [==============================] - 0s 330us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 175/500 326/326 [==============================] - 0s 332us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 176/500 326/326 [==============================] - 0s 328us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 177/500 326/326 [==============================] - 0s 333us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 178/500 326/326 [==============================] - 0s 331us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 179/500 326/326 [==============================] - 0s 329us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 180/500 326/326 [==============================] - 0s 329us/step - loss: 0.1867 - accuracy: 0.9319 Epoch 181/500 326/326 [==============================] - 0s 327us/step - loss: 0.1867 - accuracy: 0.9317 Epoch 182/500 326/326 [==============================] - 0s 330us/step - loss: 0.1867 - accuracy: 0.9321 Epoch 183/500 326/326 [==============================] - 0s 334us/step - loss: 0.1867 - accuracy: 0.9307 Epoch 184/500 326/326 [==============================] - 0s 328us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 185/500 326/326 [==============================] - 0s 329us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 186/500 326/326 [==============================] - 0s 331us/step - loss: 0.1865 - accuracy: 0.9317 Epoch 187/500 326/326 [==============================] - 0s 330us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 188/500 326/326 [==============================] - 0s 328us/step - loss: 0.1867 - accuracy: 0.9308 Epoch 189/500 326/326 [==============================] - 0s 328us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 190/500 326/326 [==============================] - 0s 333us/step - loss: 0.1867 - accuracy: 0.9315 Epoch 191/500 326/326 [==============================] - 0s 329us/step - loss: 0.1864 - accuracy: 0.9318 Epoch 192/500 326/326 [==============================] - 0s 331us/step - loss: 0.1867 - accuracy: 0.9318 Epoch 193/500 326/326 [==============================] - 0s 333us/step - loss: 0.1865 - accuracy: 0.9317 Epoch 194/500 326/326 [==============================] - 0s 331us/step - loss: 0.1865 - accuracy: 0.9318 Epoch 195/500 326/326 [==============================] - 0s 329us/step - loss: 0.1865 - accuracy: 0.9308 Epoch 196/500 326/326 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9317 Epoch 197/500 326/326 [==============================] - 0s 330us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 198/500 326/326 [==============================] - 0s 329us/step - loss: 0.1864 - accuracy: 0.9321 Epoch 199/500 326/326 [==============================] - 0s 329us/step - loss: 0.1865 - accuracy: 0.9319 Epoch 200/500 326/326 [==============================] - 0s 331us/step - loss: 0.1864 - accuracy: 0.9314 Epoch 201/500 326/326 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9320 Epoch 202/500 326/326 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 203/500 326/326 [==============================] - 0s 332us/step - loss: 0.1864 - accuracy: 0.9314 Epoch 204/500 326/326 [==============================] - 0s 329us/step - loss: 0.1864 - accuracy: 0.9318 Epoch 205/500 326/326 [==============================] - 0s 338us/step - loss: 0.1861 - accuracy: 0.9317 Epoch 206/500 326/326 [==============================] - 0s 332us/step - loss: 0.1864 - accuracy: 0.9319 Epoch 207/500 326/326 [==============================] - 0s 330us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 208/500 326/326 [==============================] - 0s 330us/step - loss: 0.1864 - accuracy: 0.9318 Epoch 209/500 326/326 [==============================] - 0s 328us/step - loss: 0.1861 - accuracy: 0.9318 Epoch 210/500 326/326 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9313 Epoch 211/500 326/326 [==============================] - 0s 327us/step - loss: 0.1861 - accuracy: 0.9318 Epoch 212/500 326/326 [==============================] - 0s 328us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 213/500 326/326 [==============================] - 0s 329us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 214/500 326/326 [==============================] - 0s 337us/step - loss: 0.1864 - accuracy: 0.9317 Epoch 215/500 326/326 [==============================] - 0s 329us/step - loss: 0.1861 - accuracy: 0.9321 Epoch 216/500 326/326 [==============================] - 0s 331us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 217/500 326/326 [==============================] - 0s 330us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 218/500 326/326 [==============================] - 0s 328us/step - loss: 0.1860 - accuracy: 0.9321 Epoch 219/500 326/326 [==============================] - 0s 332us/step - loss: 0.1862 - accuracy: 0.9321 Epoch 220/500 326/326 [==============================] - 0s 330us/step - loss: 0.1860 - accuracy: 0.9324 Epoch 221/500 326/326 [==============================] - 0s 327us/step - loss: 0.1859 - accuracy: 0.9324 Epoch 222/500 326/326 [==============================] - 0s 332us/step - loss: 0.1861 - accuracy: 0.9319 Epoch 223/500 326/326 [==============================] - 0s 332us/step - loss: 0.1860 - accuracy: 0.9310 Epoch 224/500 326/326 [==============================] - 0s 334us/step - loss: 0.1862 - accuracy: 0.9321 Epoch 225/500 326/326 [==============================] - 0s 332us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 226/500 326/326 [==============================] - 0s 332us/step - loss: 0.1859 - accuracy: 0.9325 Epoch 227/500 326/326 [==============================] - 0s 331us/step - loss: 0.1862 - accuracy: 0.9320 Epoch 228/500 326/326 [==============================] - 0s 332us/step - loss: 0.1861 - accuracy: 0.9317 Epoch 229/500 326/326 [==============================] - 0s 328us/step - loss: 0.1861 - accuracy: 0.9319 Epoch 230/500 326/326 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9317 Epoch 231/500 326/326 [==============================] - 0s 330us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 232/500 326/326 [==============================] - 0s 331us/step - loss: 0.1860 - accuracy: 0.9318 Epoch 233/500 326/326 [==============================] - 0s 332us/step - loss: 0.1858 - accuracy: 0.9318 Epoch 234/500 326/326 [==============================] - 0s 332us/step - loss: 0.1858 - accuracy: 0.9310 Epoch 235/500 326/326 [==============================] - 0s 331us/step - loss: 0.1857 - accuracy: 0.9313 Epoch 236/500 326/326 [==============================] - 0s 328us/step - loss: 0.1860 - accuracy: 0.9312 Epoch 237/500 326/326 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9314 Epoch 238/500 326/326 [==============================] - 0s 328us/step - loss: 0.1859 - accuracy: 0.9320 Epoch 239/500 326/326 [==============================] - 0s 330us/step - loss: 0.1857 - accuracy: 0.9315 Epoch 240/500 326/326 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9320 Epoch 241/500 326/326 [==============================] - 0s 337us/step - loss: 0.1857 - accuracy: 0.9314 Epoch 242/500 326/326 [==============================] - 0s 333us/step - loss: 0.1859 - accuracy: 0.9312 Epoch 243/500 326/326 [==============================] - 0s 326us/step - loss: 0.1859 - accuracy: 0.9320 Epoch 244/500 326/326 [==============================] - 0s 331us/step - loss: 0.1857 - accuracy: 0.9321 Epoch 245/500 326/326 [==============================] - 0s 329us/step - loss: 0.1860 - accuracy: 0.9317 Epoch 246/500 326/326 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9320 Epoch 247/500 326/326 [==============================] - 0s 329us/step - loss: 0.1858 - accuracy: 0.9323 Epoch 248/500 326/326 [==============================] - 0s 325us/step - loss: 0.1859 - accuracy: 0.9326 Epoch 249/500 326/326 [==============================] - 0s 331us/step - loss: 0.1857 - accuracy: 0.9320 Epoch 250/500 326/326 [==============================] - 0s 330us/step - loss: 0.1860 - accuracy: 0.9324 Epoch 251/500 326/326 [==============================] - 0s 336us/step - loss: 0.1856 - accuracy: 0.9329 Epoch 252/500 326/326 [==============================] - 0s 330us/step - loss: 0.1857 - accuracy: 0.9312 Epoch 253/500 326/326 [==============================] - 0s 335us/step - loss: 0.1859 - accuracy: 0.9320 Epoch 254/500 326/326 [==============================] - 0s 332us/step - loss: 0.1858 - accuracy: 0.9312 Epoch 255/500 326/326 [==============================] - 0s 329us/step - loss: 0.1855 - accuracy: 0.9324 Epoch 256/500 326/326 [==============================] - 0s 335us/step - loss: 0.1855 - accuracy: 0.9329 Epoch 257/500 326/326 [==============================] - 0s 328us/step - loss: 0.1855 - accuracy: 0.9325 Epoch 258/500 326/326 [==============================] - 0s 333us/step - loss: 0.1859 - accuracy: 0.9320 Epoch 259/500 326/326 [==============================] - 0s 330us/step - loss: 0.1857 - accuracy: 0.9321 Epoch 260/500 326/326 [==============================] - 0s 328us/step - loss: 0.1853 - accuracy: 0.9325 Epoch 261/500 326/326 [==============================] - 0s 329us/step - loss: 0.1855 - accuracy: 0.9323 Epoch 262/500 326/326 [==============================] - 0s 329us/step - loss: 0.1856 - accuracy: 0.9326 Epoch 263/500 326/326 [==============================] - 0s 329us/step - loss: 0.1855 - accuracy: 0.9330 Epoch 264/500 326/326 [==============================] - 0s 336us/step - loss: 0.1858 - accuracy: 0.9320 Epoch 265/500 326/326 [==============================] - 0s 329us/step - loss: 0.1854 - accuracy: 0.9326 Epoch 266/500 326/326 [==============================] - 0s 331us/step - loss: 0.1857 - accuracy: 0.9323 Epoch 267/500 326/326 [==============================] - 0s 334us/step - loss: 0.1853 - accuracy: 0.9329 Epoch 268/500 326/326 [==============================] - 0s 329us/step - loss: 0.1855 - accuracy: 0.9328 Epoch 269/500 326/326 [==============================] - 0s 333us/step - loss: 0.1860 - accuracy: 0.9325 Epoch 270/500 326/326 [==============================] - 0s 330us/step - loss: 0.1855 - accuracy: 0.9326 Epoch 271/500 326/326 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9328 Epoch 272/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9323 Epoch 273/500 326/326 [==============================] - 0s 328us/step - loss: 0.1854 - accuracy: 0.9324 Epoch 274/500 326/326 [==============================] - 0s 327us/step - loss: 0.1853 - accuracy: 0.9328 Epoch 275/500 326/326 [==============================] - 0s 328us/step - loss: 0.1851 - accuracy: 0.9326 Epoch 276/500 326/326 [==============================] - 0s 331us/step - loss: 0.1855 - accuracy: 0.9326 Epoch 277/500 326/326 [==============================] - 0s 332us/step - loss: 0.1855 - accuracy: 0.9325 Epoch 278/500 326/326 [==============================] - 0s 331us/step - loss: 0.1855 - accuracy: 0.9333 Epoch 279/500 326/326 [==============================] - 0s 329us/step - loss: 0.1852 - accuracy: 0.9321 Epoch 280/500 326/326 [==============================] - 0s 330us/step - loss: 0.1853 - accuracy: 0.9325 Epoch 281/500 326/326 [==============================] - 0s 331us/step - loss: 0.1850 - accuracy: 0.9329 Epoch 282/500 326/326 [==============================] - 0s 326us/step - loss: 0.1852 - accuracy: 0.9329 Epoch 283/500 326/326 [==============================] - 0s 329us/step - loss: 0.1852 - accuracy: 0.9326 Epoch 284/500 326/326 [==============================] - 0s 328us/step - loss: 0.1853 - accuracy: 0.9317 Epoch 285/500 326/326 [==============================] - 0s 326us/step - loss: 0.1851 - accuracy: 0.9326 Epoch 286/500 326/326 [==============================] - 0s 336us/step - loss: 0.1852 - accuracy: 0.9330 Epoch 287/500 326/326 [==============================] - 0s 372us/step - loss: 0.1852 - accuracy: 0.9320 Epoch 288/500 326/326 [==============================] - 0s 375us/step - loss: 0.1851 - accuracy: 0.9330 Epoch 289/500 326/326 [==============================] - 0s 372us/step - loss: 0.1854 - accuracy: 0.9321 Epoch 290/500 326/326 [==============================] - 0s 339us/step - loss: 0.1851 - accuracy: 0.9323 Epoch 291/500 326/326 [==============================] - 0s 330us/step - loss: 0.1851 - accuracy: 0.9331 Epoch 292/500 326/326 [==============================] - 0s 332us/step - loss: 0.1851 - accuracy: 0.9320 Epoch 293/500 326/326 [==============================] - 0s 333us/step - loss: 0.1852 - accuracy: 0.9324 Epoch 294/500 326/326 [==============================] - 0s 332us/step - loss: 0.1849 - accuracy: 0.9325 Epoch 295/500 326/326 [==============================] - 0s 331us/step - loss: 0.1853 - accuracy: 0.9317 Epoch 296/500 326/326 [==============================] - 0s 331us/step - loss: 0.1850 - accuracy: 0.9325 Epoch 297/500 326/326 [==============================] - 0s 335us/step - loss: 0.1851 - accuracy: 0.9318 Epoch 298/500 326/326 [==============================] - 0s 334us/step - loss: 0.1849 - accuracy: 0.9324 Epoch 299/500 326/326 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9321 Epoch 300/500 326/326 [==============================] - 0s 330us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 301/500 326/326 [==============================] - 0s 406us/step - loss: 0.1851 - accuracy: 0.9328 Epoch 302/500 326/326 [==============================] - 0s 336us/step - loss: 0.1848 - accuracy: 0.9328 Epoch 303/500 326/326 [==============================] - 0s 332us/step - loss: 0.1850 - accuracy: 0.9334 Epoch 304/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9325 Epoch 305/500 326/326 [==============================] - 0s 331us/step - loss: 0.1851 - accuracy: 0.9324 Epoch 306/500 326/326 [==============================] - 0s 330us/step - loss: 0.1849 - accuracy: 0.9330 Epoch 307/500 326/326 [==============================] - 0s 331us/step - loss: 0.1853 - accuracy: 0.9320 Epoch 308/500 326/326 [==============================] - 0s 332us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 309/500 326/326 [==============================] - 0s 327us/step - loss: 0.1849 - accuracy: 0.9329 Epoch 310/500 326/326 [==============================] - 0s 332us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 311/500 326/326 [==============================] - 0s 330us/step - loss: 0.1851 - accuracy: 0.9328 Epoch 312/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9325 Epoch 313/500 326/326 [==============================] - 0s 333us/step - loss: 0.1850 - accuracy: 0.9325 Epoch 314/500 326/326 [==============================] - 0s 329us/step - loss: 0.1851 - accuracy: 0.9325 Epoch 315/500 326/326 [==============================] - 0s 335us/step - loss: 0.1851 - accuracy: 0.9331 Epoch 316/500 326/326 [==============================] - 0s 330us/step - loss: 0.1850 - accuracy: 0.9330 Epoch 317/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9324 Epoch 318/500 326/326 [==============================] - 0s 331us/step - loss: 0.1852 - accuracy: 0.9320 Epoch 319/500 326/326 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 320/500 326/326 [==============================] - 0s 328us/step - loss: 0.1848 - accuracy: 0.9334 Epoch 321/500 326/326 [==============================] - 0s 331us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 322/500 326/326 [==============================] - 0s 330us/step - loss: 0.1850 - accuracy: 0.9326 Epoch 323/500 326/326 [==============================] - 0s 326us/step - loss: 0.1848 - accuracy: 0.9325 Epoch 324/500 326/326 [==============================] - 0s 333us/step - loss: 0.1848 - accuracy: 0.9326 Epoch 325/500 326/326 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9333 Epoch 326/500 326/326 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9329 Epoch 327/500 326/326 [==============================] - 0s 328us/step - loss: 0.1846 - accuracy: 0.9323 Epoch 328/500 326/326 [==============================] - 0s 328us/step - loss: 0.1849 - accuracy: 0.9323 Epoch 329/500 326/326 [==============================] - 0s 333us/step - loss: 0.1848 - accuracy: 0.9333 Epoch 330/500 326/326 [==============================] - 0s 335us/step - loss: 0.1848 - accuracy: 0.9326 Epoch 331/500 326/326 [==============================] - 0s 330us/step - loss: 0.1848 - accuracy: 0.9329 Epoch 332/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9324 Epoch 333/500 326/326 [==============================] - 0s 332us/step - loss: 0.1848 - accuracy: 0.9324 Epoch 334/500 326/326 [==============================] - 0s 331us/step - loss: 0.1848 - accuracy: 0.9326 Epoch 335/500 326/326 [==============================] - 0s 333us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 336/500 326/326 [==============================] - 0s 330us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 337/500 326/326 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9326 Epoch 338/500 326/326 [==============================] - 0s 330us/step - loss: 0.1850 - accuracy: 0.9315 Epoch 339/500 326/326 [==============================] - 0s 333us/step - loss: 0.1848 - accuracy: 0.9329 Epoch 340/500 326/326 [==============================] - 0s 333us/step - loss: 0.1850 - accuracy: 0.9328 Epoch 341/500 326/326 [==============================] - 0s 330us/step - loss: 0.1848 - accuracy: 0.9326 Epoch 342/500 326/326 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9326 Epoch 343/500 326/326 [==============================] - 0s 337us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 344/500 326/326 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9323 Epoch 345/500 326/326 [==============================] - 0s 328us/step - loss: 0.1846 - accuracy: 0.9321 Epoch 346/500 326/326 [==============================] - 0s 332us/step - loss: 0.1850 - accuracy: 0.9326 Epoch 347/500 326/326 [==============================] - 0s 328us/step - loss: 0.1845 - accuracy: 0.9326 Epoch 348/500 326/326 [==============================] - 0s 329us/step - loss: 0.1846 - accuracy: 0.9330 Epoch 349/500 326/326 [==============================] - 0s 328us/step - loss: 0.1844 - accuracy: 0.9325 Epoch 350/500 326/326 [==============================] - 0s 331us/step - loss: 0.1848 - accuracy: 0.9315 Epoch 351/500 326/326 [==============================] - 0s 332us/step - loss: 0.1849 - accuracy: 0.9321 Epoch 352/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9318 Epoch 353/500 326/326 [==============================] - 0s 331us/step - loss: 0.1846 - accuracy: 0.9328 Epoch 354/500 326/326 [==============================] - 0s 328us/step - loss: 0.1847 - accuracy: 0.9323 Epoch 355/500 326/326 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9331 Epoch 356/500 326/326 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9320 Epoch 357/500 326/326 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9329 Epoch 358/500 326/326 [==============================] - 0s 332us/step - loss: 0.1849 - accuracy: 0.9317 Epoch 359/500 326/326 [==============================] - 0s 333us/step - loss: 0.1847 - accuracy: 0.9324 Epoch 360/500 326/326 [==============================] - 0s 329us/step - loss: 0.1846 - accuracy: 0.9325 Epoch 361/500 326/326 [==============================] - 0s 333us/step - loss: 0.1846 - accuracy: 0.9328 Epoch 362/500 326/326 [==============================] - 0s 334us/step - loss: 0.1846 - accuracy: 0.9331 Epoch 363/500 326/326 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9319 Epoch 364/500 326/326 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9326 Epoch 365/500 326/326 [==============================] - 0s 335us/step - loss: 0.1845 - accuracy: 0.9335 Epoch 366/500 326/326 [==============================] - 0s 333us/step - loss: 0.1843 - accuracy: 0.9328 Epoch 367/500 326/326 [==============================] - 0s 328us/step - loss: 0.1843 - accuracy: 0.9334 Epoch 368/500 326/326 [==============================] - 0s 332us/step - loss: 0.1842 - accuracy: 0.9328 Epoch 369/500 326/326 [==============================] - 0s 328us/step - loss: 0.1848 - accuracy: 0.9324 Epoch 370/500 326/326 [==============================] - 0s 328us/step - loss: 0.1842 - accuracy: 0.9334 Epoch 371/500 326/326 [==============================] - 0s 327us/step - loss: 0.1844 - accuracy: 0.9324 Epoch 372/500 326/326 [==============================] - 0s 330us/step - loss: 0.1845 - accuracy: 0.9329 Epoch 373/500 326/326 [==============================] - 0s 332us/step - loss: 0.1843 - accuracy: 0.9330 Epoch 374/500 326/326 [==============================] - 0s 349us/step - loss: 0.1845 - accuracy: 0.9330 Epoch 375/500 326/326 [==============================] - 0s 387us/step - loss: 0.1845 - accuracy: 0.9329 Epoch 376/500 326/326 [==============================] - 0s 367us/step - loss: 0.1842 - accuracy: 0.9321 Epoch 377/500 326/326 [==============================] - 0s 362us/step - loss: 0.1846 - accuracy: 0.9334 Epoch 378/500 326/326 [==============================] - 0s 373us/step - loss: 0.1845 - accuracy: 0.9330 Epoch 379/500 326/326 [==============================] - 0s 367us/step - loss: 0.1844 - accuracy: 0.9328 Epoch 380/500 326/326 [==============================] - 0s 370us/step - loss: 0.1844 - accuracy: 0.9330 Epoch 381/500 326/326 [==============================] - 0s 385us/step - loss: 0.1843 - accuracy: 0.9335 Epoch 382/500 326/326 [==============================] - 0s 365us/step - loss: 0.1842 - accuracy: 0.9331 Epoch 383/500 326/326 [==============================] - 0s 356us/step - loss: 0.1844 - accuracy: 0.9335 Epoch 384/500 326/326 [==============================] - 0s 353us/step - loss: 0.1843 - accuracy: 0.9320 Epoch 385/500 326/326 [==============================] - 0s 382us/step - loss: 0.1841 - accuracy: 0.9335 Epoch 386/500 326/326 [==============================] - 0s 357us/step - loss: 0.1844 - accuracy: 0.9326 Epoch 387/500 326/326 [==============================] - 0s 376us/step - loss: 0.1843 - accuracy: 0.9333 Epoch 388/500 326/326 [==============================] - 0s 371us/step - loss: 0.1843 - accuracy: 0.9335 Epoch 389/500 326/326 [==============================] - 0s 374us/step - loss: 0.1843 - accuracy: 0.9326 Epoch 390/500 326/326 [==============================] - 0s 370us/step - loss: 0.1843 - accuracy: 0.9325 Epoch 391/500 326/326 [==============================] - 0s 376us/step - loss: 0.1840 - accuracy: 0.9334 Epoch 392/500 326/326 [==============================] - 0s 363us/step - loss: 0.1843 - accuracy: 0.9329 Epoch 393/500 326/326 [==============================] - 0s 362us/step - loss: 0.1842 - accuracy: 0.9331 Epoch 394/500 326/326 [==============================] - 0s 378us/step - loss: 0.1842 - accuracy: 0.9333 Epoch 395/500 326/326 [==============================] - 0s 383us/step - loss: 0.1842 - accuracy: 0.9335 Epoch 396/500 326/326 [==============================] - 0s 363us/step - loss: 0.1844 - accuracy: 0.9331 Epoch 397/500 326/326 [==============================] - 0s 366us/step - loss: 0.1841 - accuracy: 0.9329 Epoch 398/500 326/326 [==============================] - 0s 365us/step - loss: 0.1840 - accuracy: 0.9333 Epoch 399/500 326/326 [==============================] - 0s 351us/step - loss: 0.1841 - accuracy: 0.9333 Epoch 400/500 326/326 [==============================] - 0s 366us/step - loss: 0.1842 - accuracy: 0.9326 Epoch 401/500 326/326 [==============================] - 0s 363us/step - loss: 0.1842 - accuracy: 0.9324 Epoch 402/500 326/326 [==============================] - 0s 384us/step - loss: 0.1842 - accuracy: 0.9326 Epoch 403/500 326/326 [==============================] - 0s 380us/step - loss: 0.1843 - accuracy: 0.9329 Epoch 404/500 326/326 [==============================] - 0s 377us/step - loss: 0.1843 - accuracy: 0.9335 Epoch 405/500 326/326 [==============================] - 0s 381us/step - loss: 0.1843 - accuracy: 0.9333 Epoch 406/500 326/326 [==============================] - 0s 350us/step - loss: 0.1843 - accuracy: 0.9331 Epoch 407/500 326/326 [==============================] - 0s 382us/step - loss: 0.1839 - accuracy: 0.9339 Epoch 408/500 326/326 [==============================] - 0s 370us/step - loss: 0.1842 - accuracy: 0.9335 Epoch 409/500 326/326 [==============================] - 0s 356us/step - loss: 0.1842 - accuracy: 0.9331 Epoch 410/500 326/326 [==============================] - 0s 336us/step - loss: 0.1842 - accuracy: 0.9334 Epoch 411/500 326/326 [==============================] - 0s 334us/step - loss: 0.1839 - accuracy: 0.9333 Epoch 412/500 326/326 [==============================] - 0s 331us/step - loss: 0.1842 - accuracy: 0.9340 Epoch 413/500 326/326 [==============================] - 0s 330us/step - loss: 0.1842 - accuracy: 0.9336 Epoch 414/500 326/326 [==============================] - 0s 328us/step - loss: 0.1839 - accuracy: 0.9329 Epoch 415/500 326/326 [==============================] - 0s 328us/step - loss: 0.1840 - accuracy: 0.9323 Epoch 416/500 326/326 [==============================] - 0s 329us/step - loss: 0.1840 - accuracy: 0.9325 Epoch 417/500 326/326 [==============================] - 0s 329us/step - loss: 0.1842 - accuracy: 0.9335 Epoch 418/500 326/326 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9324 Epoch 419/500 326/326 [==============================] - 0s 330us/step - loss: 0.1839 - accuracy: 0.9339 Epoch 420/500 326/326 [==============================] - 0s 332us/step - loss: 0.1842 - accuracy: 0.9326 Epoch 421/500 326/326 [==============================] - 0s 334us/step - loss: 0.1841 - accuracy: 0.9329 Epoch 422/500 326/326 [==============================] - 0s 333us/step - loss: 0.1841 - accuracy: 0.9323 Epoch 423/500 326/326 [==============================] - 0s 332us/step - loss: 0.1841 - accuracy: 0.9337 Epoch 424/500 326/326 [==============================] - 0s 334us/step - loss: 0.1840 - accuracy: 0.9330 Epoch 425/500 326/326 [==============================] - 0s 336us/step - loss: 0.1841 - accuracy: 0.9335 Epoch 426/500 326/326 [==============================] - 0s 336us/step - loss: 0.1841 - accuracy: 0.9328 Epoch 427/500 326/326 [==============================] - 0s 352us/step - loss: 0.1843 - accuracy: 0.9321 Epoch 428/500 326/326 [==============================] - 0s 368us/step - loss: 0.1840 - accuracy: 0.9326 Epoch 429/500 326/326 [==============================] - 0s 417us/step - loss: 0.1841 - accuracy: 0.9320 Epoch 430/500 326/326 [==============================] - 0s 413us/step - loss: 0.1841 - accuracy: 0.9334 Epoch 431/500 326/326 [==============================] - 0s 482us/step - loss: 0.1839 - accuracy: 0.9330 Epoch 432/500 326/326 [==============================] - 0s 395us/step - loss: 0.1842 - accuracy: 0.9329 Epoch 433/500 326/326 [==============================] - 0s 357us/step - loss: 0.1840 - accuracy: 0.9333 Epoch 434/500 326/326 [==============================] - 0s 362us/step - loss: 0.1837 - accuracy: 0.9329 Epoch 435/500 326/326 [==============================] - 0s 384us/step - loss: 0.1842 - accuracy: 0.9331 Epoch 436/500 326/326 [==============================] - 0s 368us/step - loss: 0.1842 - accuracy: 0.9326 Epoch 437/500 326/326 [==============================] - 0s 380us/step - loss: 0.1838 - accuracy: 0.9330 Epoch 438/500 326/326 [==============================] - 0s 463us/step - loss: 0.1841 - accuracy: 0.9325 Epoch 439/500 326/326 [==============================] - 0s 367us/step - loss: 0.1839 - accuracy: 0.9341 Epoch 440/500 326/326 [==============================] - 0s 381us/step - loss: 0.1839 - accuracy: 0.9334 Epoch 441/500 326/326 [==============================] - 0s 373us/step - loss: 0.1842 - accuracy: 0.9331 Epoch 442/500 326/326 [==============================] - 0s 352us/step - loss: 0.1842 - accuracy: 0.9336 Epoch 443/500 326/326 [==============================] - 0s 351us/step - loss: 0.1841 - accuracy: 0.9335 Epoch 444/500 326/326 [==============================] - 0s 371us/step - loss: 0.1839 - accuracy: 0.9339 Epoch 445/500 326/326 [==============================] - 0s 384us/step - loss: 0.1842 - accuracy: 0.9333 Epoch 446/500 326/326 [==============================] - 0s 362us/step - loss: 0.1840 - accuracy: 0.9326 Epoch 447/500 326/326 [==============================] - 0s 364us/step - loss: 0.1838 - accuracy: 0.9330 Epoch 448/500 326/326 [==============================] - 0s 382us/step - loss: 0.1840 - accuracy: 0.9323 Epoch 449/500 326/326 [==============================] - 0s 361us/step - loss: 0.1841 - accuracy: 0.9329 Epoch 450/500 326/326 [==============================] - 0s 362us/step - loss: 0.1839 - accuracy: 0.9325 Epoch 451/500 326/326 [==============================] - 0s 350us/step - loss: 0.1840 - accuracy: 0.9328 Epoch 452/500 326/326 [==============================] - 0s 351us/step - loss: 0.1841 - accuracy: 0.9336 Epoch 453/500 326/326 [==============================] - 0s 358us/step - loss: 0.1842 - accuracy: 0.9331 Epoch 454/500 326/326 [==============================] - 0s 353us/step - loss: 0.1838 - accuracy: 0.9330 Epoch 455/500 326/326 [==============================] - 0s 355us/step - loss: 0.1841 - accuracy: 0.9330 Epoch 456/500 326/326 [==============================] - 0s 351us/step - loss: 0.1839 - accuracy: 0.9331 Epoch 457/500 326/326 [==============================] - 0s 355us/step - loss: 0.1841 - accuracy: 0.9324 Epoch 458/500 326/326 [==============================] - 0s 351us/step - loss: 0.1840 - accuracy: 0.9326 Epoch 459/500 326/326 [==============================] - 0s 350us/step - loss: 0.1841 - accuracy: 0.9337 Epoch 460/500 326/326 [==============================] - 0s 360us/step - loss: 0.1839 - accuracy: 0.9330 Epoch 461/500 326/326 [==============================] - 0s 361us/step - loss: 0.1839 - accuracy: 0.9336 Epoch 462/500 326/326 [==============================] - 0s 360us/step - loss: 0.1840 - accuracy: 0.9326 Epoch 463/500 326/326 [==============================] - 0s 349us/step - loss: 0.1841 - accuracy: 0.9329 Epoch 464/500 326/326 [==============================] - 0s 350us/step - loss: 0.1840 - accuracy: 0.9333 Epoch 465/500 326/326 [==============================] - 0s 353us/step - loss: 0.1839 - accuracy: 0.9331 Epoch 466/500 326/326 [==============================] - 0s 354us/step - loss: 0.1839 - accuracy: 0.9326 Epoch 467/500 326/326 [==============================] - 0s 360us/step - loss: 0.1839 - accuracy: 0.9331 Epoch 468/500 326/326 [==============================] - 0s 361us/step - loss: 0.1838 - accuracy: 0.9333 Epoch 469/500 326/326 [==============================] - 0s 351us/step - loss: 0.1838 - accuracy: 0.9334 Epoch 470/500 326/326 [==============================] - 0s 357us/step - loss: 0.1840 - accuracy: 0.9333 Epoch 471/500 326/326 [==============================] - 0s 353us/step - loss: 0.1840 - accuracy: 0.9335 Epoch 472/500 326/326 [==============================] - 0s 355us/step - loss: 0.1837 - accuracy: 0.9339 Epoch 473/500 326/326 [==============================] - 0s 355us/step - loss: 0.1840 - accuracy: 0.9335 Epoch 474/500 326/326 [==============================] - 0s 352us/step - loss: 0.1837 - accuracy: 0.9328 Epoch 475/500 326/326 [==============================] - 0s 352us/step - loss: 0.1840 - accuracy: 0.9329 Epoch 476/500 326/326 [==============================] - 0s 350us/step - loss: 0.1839 - accuracy: 0.9331 Epoch 477/500 326/326 [==============================] - 0s 350us/step - loss: 0.1835 - accuracy: 0.9339 Epoch 478/500 326/326 [==============================] - 0s 356us/step - loss: 0.1841 - accuracy: 0.9333 Epoch 479/500 326/326 [==============================] - 0s 356us/step - loss: 0.1837 - accuracy: 0.9345 Epoch 480/500 326/326 [==============================] - 0s 357us/step - loss: 0.1840 - accuracy: 0.9328 Epoch 481/500 326/326 [==============================] - 0s 354us/step - loss: 0.1840 - accuracy: 0.9330 Epoch 482/500 326/326 [==============================] - 0s 356us/step - loss: 0.1840 - accuracy: 0.9335 Epoch 483/500 326/326 [==============================] - 0s 356us/step - loss: 0.1835 - accuracy: 0.9328 Epoch 484/500 326/326 [==============================] - 0s 356us/step - loss: 0.1837 - accuracy: 0.9339 Epoch 485/500 326/326 [==============================] - 0s 356us/step - loss: 0.1841 - accuracy: 0.9334 Epoch 486/500 326/326 [==============================] - 0s 355us/step - loss: 0.1838 - accuracy: 0.9334 Epoch 487/500 326/326 [==============================] - 0s 355us/step - loss: 0.1839 - accuracy: 0.9329 Epoch 488/500 326/326 [==============================] - 0s 358us/step - loss: 0.1837 - accuracy: 0.9329 Epoch 489/500 326/326 [==============================] - 0s 351us/step - loss: 0.1838 - accuracy: 0.9326 Epoch 490/500 326/326 [==============================] - 0s 347us/step - loss: 0.1842 - accuracy: 0.9330 Epoch 491/500 326/326 [==============================] - 0s 354us/step - loss: 0.1839 - accuracy: 0.9325 Epoch 492/500 326/326 [==============================] - 0s 357us/step - loss: 0.1837 - accuracy: 0.9334 Epoch 493/500 326/326 [==============================] - 0s 359us/step - loss: 0.1841 - accuracy: 0.9326 Epoch 494/500 326/326 [==============================] - 0s 354us/step - loss: 0.1838 - accuracy: 0.9340 Epoch 495/500 326/326 [==============================] - 0s 356us/step - loss: 0.1837 - accuracy: 0.9337 Epoch 496/500 326/326 [==============================] - 0s 357us/step - loss: 0.1839 - accuracy: 0.9335 Epoch 497/500 326/326 [==============================] - 0s 358us/step - loss: 0.1840 - accuracy: 0.9328 Epoch 498/500 326/326 [==============================] - 0s 359us/step - loss: 0.1839 - accuracy: 0.9329 Epoch 499/500 326/326 [==============================] - 0s 348us/step - loss: 0.1840 - accuracy: 0.9337 Epoch 500/500 326/326 [==============================] - 0s 346us/step - loss: 0.1840 - accuracy: 0.9331 29/29 [==============================] - 0s 333us/step Epoch 1/500 326/326 [==============================] - 0s 384us/step - loss: 0.3851 - accuracy: 0.9301 Epoch 2/500 326/326 [==============================] - 0s 358us/step - loss: 0.2031 - accuracy: 0.9301 Epoch 3/500 326/326 [==============================] - 0s 351us/step - loss: 0.1991 - accuracy: 0.9301 Epoch 4/500 326/326 [==============================] - 0s 350us/step - loss: 0.1972 - accuracy: 0.9301 Epoch 5/500 326/326 [==============================] - 0s 355us/step - loss: 0.1964 - accuracy: 0.9301 Epoch 6/500 326/326 [==============================] - 0s 356us/step - loss: 0.1955 - accuracy: 0.9301 Epoch 7/500 326/326 [==============================] - 0s 358us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 8/500 326/326 [==============================] - 0s 358us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 9/500 326/326 [==============================] - 0s 352us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 10/500 326/326 [==============================] - 0s 354us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 11/500 326/326 [==============================] - 0s 351us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 12/500 326/326 [==============================] - 0s 354us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 13/500 326/326 [==============================] - 0s 359us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 14/500 326/326 [==============================] - 0s 357us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 15/500 326/326 [==============================] - 0s 353us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 16/500 326/326 [==============================] - 0s 353us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 17/500 326/326 [==============================] - 0s 353us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 18/500 326/326 [==============================] - 0s 350us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 19/500 326/326 [==============================] - 0s 361us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 20/500 326/326 [==============================] - 0s 358us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 21/500 326/326 [==============================] - 0s 351us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 22/500 326/326 [==============================] - 0s 351us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 23/500 326/326 [==============================] - 0s 352us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 24/500 326/326 [==============================] - 0s 360us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 25/500 326/326 [==============================] - 0s 354us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 26/500 326/326 [==============================] - 0s 357us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 27/500 326/326 [==============================] - 0s 357us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 28/500 326/326 [==============================] - 0s 361us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 29/500 326/326 [==============================] - 0s 355us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 30/500 326/326 [==============================] - 0s 351us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 31/500 326/326 [==============================] - 0s 349us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 32/500 326/326 [==============================] - 0s 349us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 33/500 326/326 [==============================] - 0s 356us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 34/500 326/326 [==============================] - 0s 357us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 35/500 326/326 [==============================] - 0s 362us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 36/500 326/326 [==============================] - 0s 358us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 37/500 326/326 [==============================] - 0s 353us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 38/500 326/326 [==============================] - 0s 352us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 39/500 326/326 [==============================] - 0s 351us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 40/500 326/326 [==============================] - 0s 359us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 41/500 326/326 [==============================] - 0s 358us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 42/500 326/326 [==============================] - 0s 430us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 43/500 326/326 [==============================] - 0s 357us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 44/500 326/326 [==============================] - 0s 351us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 45/500 326/326 [==============================] - 0s 352us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 46/500 326/326 [==============================] - 0s 352us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 47/500 326/326 [==============================] - 0s 361us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 48/500 326/326 [==============================] - 0s 358us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 49/500 326/326 [==============================] - 0s 352us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 50/500 326/326 [==============================] - 0s 355us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 51/500 326/326 [==============================] - 0s 353us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 52/500 326/326 [==============================] - 0s 351us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 53/500 326/326 [==============================] - 0s 351us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 54/500 326/326 [==============================] - 0s 363us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 55/500 326/326 [==============================] - 0s 359us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 56/500 326/326 [==============================] - 0s 351us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 57/500 326/326 [==============================] - 0s 349us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 58/500 326/326 [==============================] - 0s 349us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 59/500 326/326 [==============================] - 0s 353us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 60/500 326/326 [==============================] - 0s 358us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 61/500 326/326 [==============================] - 0s 353us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 62/500 326/326 [==============================] - 0s 378us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 63/500 326/326 [==============================] - 0s 391us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 64/500 326/326 [==============================] - 0s 393us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 65/500 326/326 [==============================] - 0s 383us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 66/500 326/326 [==============================] - 0s 351us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 67/500 326/326 [==============================] - 0s 357us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 68/500 326/326 [==============================] - 0s 362us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 69/500 326/326 [==============================] - 0s 356us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 70/500 326/326 [==============================] - 0s 358us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 71/500 326/326 [==============================] - 0s 361us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 72/500 326/326 [==============================] - 0s 360us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 73/500 326/326 [==============================] - 0s 353us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 74/500 326/326 [==============================] - 0s 355us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 75/500 326/326 [==============================] - 0s 352us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 76/500 326/326 [==============================] - 0s 352us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 77/500 326/326 [==============================] - 0s 356us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 78/500 326/326 [==============================] - 0s 352us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 79/500 326/326 [==============================] - 0s 352us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 80/500 326/326 [==============================] - 0s 358us/step - loss: 0.1907 - accuracy: 0.9301 Epoch 81/500 326/326 [==============================] - 0s 360us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 82/500 326/326 [==============================] - 0s 354us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 83/500 326/326 [==============================] - 0s 351us/step - loss: 0.1906 - accuracy: 0.9299 Epoch 84/500 326/326 [==============================] - 0s 350us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 85/500 326/326 [==============================] - 0s 354us/step - loss: 0.1903 - accuracy: 0.9299 Epoch 86/500 326/326 [==============================] - 0s 360us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 87/500 326/326 [==============================] - 0s 355us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 88/500 326/326 [==============================] - 0s 354us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 89/500 326/326 [==============================] - 0s 355us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 90/500 326/326 [==============================] - 0s 347us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 91/500 326/326 [==============================] - 0s 350us/step - loss: 0.1904 - accuracy: 0.9301 Epoch 92/500 326/326 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9301 Epoch 93/500 326/326 [==============================] - 0s 357us/step - loss: 0.1903 - accuracy: 0.9301 Epoch 94/500 326/326 [==============================] - 0s 359us/step - loss: 0.1902 - accuracy: 0.9298 Epoch 95/500 326/326 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 96/500 326/326 [==============================] - 0s 352us/step - loss: 0.1898 - accuracy: 0.9303 Epoch 97/500 326/326 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 98/500 326/326 [==============================] - 0s 351us/step - loss: 0.1899 - accuracy: 0.9299 Epoch 99/500 326/326 [==============================] - 0s 406us/step - loss: 0.1902 - accuracy: 0.9301 Epoch 100/500 326/326 [==============================] - 0s 353us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 101/500 326/326 [==============================] - 0s 360us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 102/500 326/326 [==============================] - 0s 352us/step - loss: 0.1898 - accuracy: 0.9303 Epoch 103/500 326/326 [==============================] - 0s 359us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 104/500 326/326 [==============================] - 0s 356us/step - loss: 0.1901 - accuracy: 0.9302 Epoch 105/500 326/326 [==============================] - 0s 353us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 106/500 326/326 [==============================] - 0s 351us/step - loss: 0.1898 - accuracy: 0.9303 Epoch 107/500 326/326 [==============================] - 0s 352us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 108/500 326/326 [==============================] - 0s 355us/step - loss: 0.1900 - accuracy: 0.9301 Epoch 109/500 326/326 [==============================] - 0s 356us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 110/500 326/326 [==============================] - 0s 359us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 111/500 326/326 [==============================] - 0s 358us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 112/500 326/326 [==============================] - 0s 352us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 113/500 326/326 [==============================] - 0s 356us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 114/500 326/326 [==============================] - 0s 356us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 115/500 326/326 [==============================] - 0s 354us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 116/500 326/326 [==============================] - 0s 354us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 117/500 326/326 [==============================] - 0s 350us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 118/500 326/326 [==============================] - 0s 350us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 119/500 326/326 [==============================] - 0s 358us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 120/500 326/326 [==============================] - 0s 356us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 121/500 326/326 [==============================] - 0s 360us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 122/500 326/326 [==============================] - 0s 356us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 123/500 326/326 [==============================] - 0s 354us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 124/500 326/326 [==============================] - 0s 353us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 125/500 326/326 [==============================] - 0s 354us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 126/500 326/326 [==============================] - 0s 350us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 127/500 326/326 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 128/500 326/326 [==============================] - 0s 358us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 129/500 326/326 [==============================] - 0s 352us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 130/500 326/326 [==============================] - 0s 353us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 131/500 326/326 [==============================] - 0s 348us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 132/500 326/326 [==============================] - 0s 356us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 133/500 326/326 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 134/500 326/326 [==============================] - 0s 357us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 135/500 326/326 [==============================] - 0s 359us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 136/500 326/326 [==============================] - 0s 358us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 137/500 326/326 [==============================] - 0s 353us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 138/500 326/326 [==============================] - 0s 350us/step - loss: 0.1892 - accuracy: 0.9302 Epoch 139/500 326/326 [==============================] - 0s 353us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 140/500 326/326 [==============================] - 0s 343us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 141/500 326/326 [==============================] - 0s 357us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 142/500 326/326 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 143/500 326/326 [==============================] - 0s 351us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 144/500 326/326 [==============================] - 0s 360us/step - loss: 0.1891 - accuracy: 0.9304 Epoch 145/500 326/326 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 146/500 326/326 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 147/500 326/326 [==============================] - 0s 358us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 148/500 326/326 [==============================] - 0s 352us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 149/500 326/326 [==============================] - 0s 355us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 150/500 326/326 [==============================] - 0s 350us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 151/500 326/326 [==============================] - 0s 351us/step - loss: 0.1890 - accuracy: 0.9304 Epoch 152/500 326/326 [==============================] - 0s 419us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 153/500 326/326 [==============================] - 0s 357us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 154/500 326/326 [==============================] - 0s 356us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 155/500 326/326 [==============================] - 0s 360us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 156/500 326/326 [==============================] - 0s 361us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 157/500 326/326 [==============================] - 0s 356us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 158/500 326/326 [==============================] - 0s 356us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 159/500 326/326 [==============================] - 0s 357us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 160/500 326/326 [==============================] - 0s 357us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 161/500 326/326 [==============================] - 0s 354us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 162/500 326/326 [==============================] - 0s 353us/step - loss: 0.1890 - accuracy: 0.9302 Epoch 163/500 326/326 [==============================] - 0s 349us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 164/500 326/326 [==============================] - 0s 360us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 165/500 326/326 [==============================] - 0s 355us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 166/500 326/326 [==============================] - 0s 358us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 167/500 326/326 [==============================] - 0s 360us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 168/500 326/326 [==============================] - 0s 351us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 169/500 326/326 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 170/500 326/326 [==============================] - 0s 352us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 171/500 326/326 [==============================] - 0s 357us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 172/500 326/326 [==============================] - 0s 355us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 173/500 326/326 [==============================] - 0s 359us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 174/500 326/326 [==============================] - 0s 354us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 175/500 326/326 [==============================] - 0s 351us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 176/500 326/326 [==============================] - 0s 348us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 177/500 326/326 [==============================] - 0s 353us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 178/500 326/326 [==============================] - 0s 360us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 179/500 326/326 [==============================] - 0s 359us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 180/500 326/326 [==============================] - 0s 356us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 181/500 326/326 [==============================] - 0s 350us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 182/500 326/326 [==============================] - 0s 347us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 183/500 326/326 [==============================] - 0s 355us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 184/500 326/326 [==============================] - 0s 354us/step - loss: 0.1883 - accuracy: 0.9317 Epoch 185/500 326/326 [==============================] - 0s 364us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 186/500 326/326 [==============================] - 0s 354us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 187/500 326/326 [==============================] - 0s 352us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 188/500 326/326 [==============================] - 0s 354us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 189/500 326/326 [==============================] - 0s 357us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 190/500 326/326 [==============================] - 0s 357us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 191/500 326/326 [==============================] - 0s 353us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 192/500 326/326 [==============================] - 0s 350us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 193/500 326/326 [==============================] - 0s 360us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 194/500 326/326 [==============================] - 0s 359us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 195/500 326/326 [==============================] - 0s 355us/step - loss: 0.1882 - accuracy: 0.9314 Epoch 196/500 326/326 [==============================] - 0s 348us/step - loss: 0.1886 - accuracy: 0.9302 Epoch 197/500 326/326 [==============================] - 0s 353us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 198/500 326/326 [==============================] - 0s 372us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 199/500 326/326 [==============================] - 0s 380us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 200/500 326/326 [==============================] - 0s 403us/step - loss: 0.1881 - accuracy: 0.9301 Epoch 201/500 326/326 [==============================] - 0s 386us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 202/500 326/326 [==============================] - 0s 354us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 203/500 326/326 [==============================] - 0s 360us/step - loss: 0.1880 - accuracy: 0.9307 Epoch 204/500 326/326 [==============================] - 0s 361us/step - loss: 0.1879 - accuracy: 0.9301 Epoch 205/500 326/326 [==============================] - 0s 361us/step - loss: 0.1880 - accuracy: 0.9299 Epoch 206/500 326/326 [==============================] - 0s 358us/step - loss: 0.1879 - accuracy: 0.9307 Epoch 207/500 326/326 [==============================] - 0s 359us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 208/500 326/326 [==============================] - 0s 358us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 209/500 326/326 [==============================] - 0s 358us/step - loss: 0.1880 - accuracy: 0.9302 Epoch 210/500 326/326 [==============================] - 0s 360us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 211/500 326/326 [==============================] - 0s 358us/step - loss: 0.1880 - accuracy: 0.9310 Epoch 212/500 326/326 [==============================] - 0s 358us/step - loss: 0.1878 - accuracy: 0.9305 Epoch 213/500 326/326 [==============================] - 0s 361us/step - loss: 0.1881 - accuracy: 0.9301 Epoch 214/500 326/326 [==============================] - 0s 350us/step - loss: 0.1881 - accuracy: 0.9308 Epoch 215/500 326/326 [==============================] - 0s 356us/step - loss: 0.1880 - accuracy: 0.9301 Epoch 216/500 326/326 [==============================] - 0s 359us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 217/500 326/326 [==============================] - 0s 358us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 218/500 326/326 [==============================] - 0s 356us/step - loss: 0.1877 - accuracy: 0.9309 Epoch 219/500 326/326 [==============================] - 0s 360us/step - loss: 0.1881 - accuracy: 0.9303 Epoch 220/500 326/326 [==============================] - 0s 358us/step - loss: 0.1880 - accuracy: 0.9304 Epoch 221/500 326/326 [==============================] - 0s 359us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 222/500 326/326 [==============================] - 0s 360us/step - loss: 0.1881 - accuracy: 0.9301 Epoch 223/500 326/326 [==============================] - 0s 347us/step - loss: 0.1876 - accuracy: 0.9305 Epoch 224/500 326/326 [==============================] - 0s 350us/step - loss: 0.1874 - accuracy: 0.9301 Epoch 225/500 326/326 [==============================] - 0s 360us/step - loss: 0.1875 - accuracy: 0.9307 Epoch 226/500 326/326 [==============================] - 0s 359us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 227/500 326/326 [==============================] - 0s 356us/step - loss: 0.1879 - accuracy: 0.9305 Epoch 228/500 326/326 [==============================] - 0s 353us/step - loss: 0.1879 - accuracy: 0.9298 Epoch 229/500 326/326 [==============================] - 0s 351us/step - loss: 0.1876 - accuracy: 0.9304 Epoch 230/500 326/326 [==============================] - 0s 353us/step - loss: 0.1880 - accuracy: 0.9299 Epoch 231/500 326/326 [==============================] - 0s 353us/step - loss: 0.1878 - accuracy: 0.9308 Epoch 232/500 326/326 [==============================] - 0s 361us/step - loss: 0.1878 - accuracy: 0.9304 Epoch 233/500 326/326 [==============================] - 0s 357us/step - loss: 0.1878 - accuracy: 0.9303 Epoch 234/500 326/326 [==============================] - 0s 350us/step - loss: 0.1878 - accuracy: 0.9302 Epoch 235/500 326/326 [==============================] - 0s 351us/step - loss: 0.1876 - accuracy: 0.9308 Epoch 236/500 326/326 [==============================] - 0s 358us/step - loss: 0.1878 - accuracy: 0.9297 Epoch 237/500 326/326 [==============================] - 0s 356us/step - loss: 0.1874 - accuracy: 0.9302 Epoch 238/500 326/326 [==============================] - 0s 357us/step - loss: 0.1880 - accuracy: 0.9302 Epoch 239/500 326/326 [==============================] - 0s 361us/step - loss: 0.1876 - accuracy: 0.9309 Epoch 240/500 326/326 [==============================] - 0s 356us/step - loss: 0.1877 - accuracy: 0.9301 Epoch 241/500 326/326 [==============================] - 0s 354us/step - loss: 0.1874 - accuracy: 0.9302 Epoch 242/500 326/326 [==============================] - 0s 346us/step - loss: 0.1875 - accuracy: 0.9305 Epoch 243/500 326/326 [==============================] - 0s 354us/step - loss: 0.1876 - accuracy: 0.9297 Epoch 244/500 326/326 [==============================] - 0s 358us/step - loss: 0.1875 - accuracy: 0.9304 Epoch 245/500 326/326 [==============================] - 0s 363us/step - loss: 0.1874 - accuracy: 0.9303 Epoch 246/500 326/326 [==============================] - 0s 358us/step - loss: 0.1870 - accuracy: 0.9309 Epoch 247/500 326/326 [==============================] - 0s 356us/step - loss: 0.1875 - accuracy: 0.9299 Epoch 248/500 326/326 [==============================] - 0s 357us/step - loss: 0.1874 - accuracy: 0.9308 Epoch 249/500 326/326 [==============================] - 0s 362us/step - loss: 0.1875 - accuracy: 0.9310 Epoch 250/500 326/326 [==============================] - 0s 357us/step - loss: 0.1873 - accuracy: 0.9301 Epoch 251/500 326/326 [==============================] - 0s 358us/step - loss: 0.1874 - accuracy: 0.9303 Epoch 252/500 326/326 [==============================] - 0s 351us/step - loss: 0.1873 - accuracy: 0.9303 Epoch 253/500 326/326 [==============================] - 0s 353us/step - loss: 0.1873 - accuracy: 0.9305 Epoch 254/500 326/326 [==============================] - 0s 350us/step - loss: 0.1874 - accuracy: 0.9297 Epoch 255/500 326/326 [==============================] - 0s 350us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 256/500 326/326 [==============================] - 0s 360us/step - loss: 0.1874 - accuracy: 0.9303 Epoch 257/500 326/326 [==============================] - 0s 358us/step - loss: 0.1871 - accuracy: 0.9304 Epoch 258/500 326/326 [==============================] - 0s 361us/step - loss: 0.1872 - accuracy: 0.9305 Epoch 259/500 326/326 [==============================] - 0s 358us/step - loss: 0.1873 - accuracy: 0.9305 Epoch 260/500 326/326 [==============================] - 0s 354us/step - loss: 0.1874 - accuracy: 0.9304 Epoch 261/500 326/326 [==============================] - 0s 416us/step - loss: 0.1872 - accuracy: 0.9308 Epoch 262/500 326/326 [==============================] - 0s 357us/step - loss: 0.1873 - accuracy: 0.9303 Epoch 263/500 326/326 [==============================] - 0s 359us/step - loss: 0.1872 - accuracy: 0.9304 Epoch 264/500 326/326 [==============================] - 0s 359us/step - loss: 0.1871 - accuracy: 0.9297 Epoch 265/500 326/326 [==============================] - 0s 358us/step - loss: 0.1873 - accuracy: 0.9303 Epoch 266/500 326/326 [==============================] - 0s 352us/step - loss: 0.1872 - accuracy: 0.9301 Epoch 267/500 326/326 [==============================] - 0s 354us/step - loss: 0.1873 - accuracy: 0.9305 Epoch 268/500 326/326 [==============================] - 0s 354us/step - loss: 0.1871 - accuracy: 0.9303 Epoch 269/500 326/326 [==============================] - 0s 353us/step - loss: 0.1870 - accuracy: 0.9308 Epoch 270/500 326/326 [==============================] - 0s 353us/step - loss: 0.1875 - accuracy: 0.9304 Epoch 271/500 326/326 [==============================] - 0s 408us/step - loss: 0.1870 - accuracy: 0.9302 Epoch 272/500 326/326 [==============================] - 0s 358us/step - loss: 0.1869 - accuracy: 0.9312 Epoch 273/500 326/326 [==============================] - 0s 358us/step - loss: 0.1874 - accuracy: 0.9307 Epoch 274/500 326/326 [==============================] - 0s 355us/step - loss: 0.1871 - accuracy: 0.9307 Epoch 275/500 326/326 [==============================] - 0s 353us/step - loss: 0.1870 - accuracy: 0.9304 Epoch 276/500 326/326 [==============================] - 0s 348us/step - loss: 0.1868 - accuracy: 0.9304 Epoch 277/500 326/326 [==============================] - 0s 352us/step - loss: 0.1870 - accuracy: 0.9307 Epoch 278/500 326/326 [==============================] - 0s 408us/step - loss: 0.1872 - accuracy: 0.9303 Epoch 279/500 326/326 [==============================] - 0s 363us/step - loss: 0.1872 - accuracy: 0.9309 Epoch 280/500 326/326 [==============================] - 0s 358us/step - loss: 0.1871 - accuracy: 0.9308 Epoch 281/500 326/326 [==============================] - 0s 362us/step - loss: 0.1871 - accuracy: 0.9309 Epoch 282/500 326/326 [==============================] - 0s 355us/step - loss: 0.1869 - accuracy: 0.9307 Epoch 283/500 326/326 [==============================] - 0s 353us/step - loss: 0.1873 - accuracy: 0.9305 Epoch 284/500 326/326 [==============================] - 0s 396us/step - loss: 0.1870 - accuracy: 0.9307 Epoch 285/500 326/326 [==============================] - 0s 448us/step - loss: 0.1867 - accuracy: 0.9307 Epoch 286/500 326/326 [==============================] - 0s 391us/step - loss: 0.1869 - accuracy: 0.9304 Epoch 287/500 326/326 [==============================] - 0s 375us/step - loss: 0.1870 - accuracy: 0.9308 Epoch 288/500 326/326 [==============================] - 0s 359us/step - loss: 0.1871 - accuracy: 0.9313 Epoch 289/500 326/326 [==============================] - 0s 364us/step - loss: 0.1868 - accuracy: 0.9298 Epoch 290/500 326/326 [==============================] - 0s 361us/step - loss: 0.1870 - accuracy: 0.9308 Epoch 291/500 326/326 [==============================] - 0s 367us/step - loss: 0.1869 - accuracy: 0.9307 Epoch 292/500 326/326 [==============================] - 0s 359us/step - loss: 0.1869 - accuracy: 0.9301 Epoch 293/500 326/326 [==============================] - 0s 358us/step - loss: 0.1870 - accuracy: 0.9309 Epoch 294/500 326/326 [==============================] - 0s 357us/step - loss: 0.1868 - accuracy: 0.9302 Epoch 295/500 326/326 [==============================] - 0s 362us/step - loss: 0.1869 - accuracy: 0.9305 Epoch 296/500 326/326 [==============================] - 0s 355us/step - loss: 0.1869 - accuracy: 0.9308 Epoch 297/500 326/326 [==============================] - 0s 363us/step - loss: 0.1868 - accuracy: 0.9313 Epoch 298/500 326/326 [==============================] - 0s 358us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 299/500 326/326 [==============================] - 0s 349us/step - loss: 0.1867 - accuracy: 0.9307 Epoch 300/500 326/326 [==============================] - 0s 351us/step - loss: 0.1867 - accuracy: 0.9308 Epoch 301/500 326/326 [==============================] - 0s 351us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 302/500 326/326 [==============================] - 0s 349us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 303/500 326/326 [==============================] - 0s 369us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 304/500 326/326 [==============================] - 0s 356us/step - loss: 0.1863 - accuracy: 0.9308 Epoch 305/500 326/326 [==============================] - 0s 349us/step - loss: 0.1869 - accuracy: 0.9307 Epoch 306/500 326/326 [==============================] - 0s 356us/step - loss: 0.1867 - accuracy: 0.9315 Epoch 307/500 326/326 [==============================] - 0s 350us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 308/500 326/326 [==============================] - 0s 358us/step - loss: 0.1868 - accuracy: 0.9305 Epoch 309/500 326/326 [==============================] - 0s 358us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 310/500 326/326 [==============================] - 0s 353us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 311/500 326/326 [==============================] - 0s 353us/step - loss: 0.1868 - accuracy: 0.9309 Epoch 312/500 326/326 [==============================] - 0s 424us/step - loss: 0.1868 - accuracy: 0.9313 Epoch 313/500 326/326 [==============================] - 0s 354us/step - loss: 0.1867 - accuracy: 0.9305 Epoch 314/500 326/326 [==============================] - 0s 356us/step - loss: 0.1869 - accuracy: 0.9308 Epoch 315/500 326/326 [==============================] - 0s 357us/step - loss: 0.1868 - accuracy: 0.9301 Epoch 316/500 326/326 [==============================] - 0s 359us/step - loss: 0.1868 - accuracy: 0.9308 Epoch 317/500 326/326 [==============================] - 0s 358us/step - loss: 0.1869 - accuracy: 0.9305 Epoch 318/500 326/326 [==============================] - 0s 354us/step - loss: 0.1868 - accuracy: 0.9302 Epoch 319/500 326/326 [==============================] - 0s 352us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 320/500 326/326 [==============================] - 0s 352us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 321/500 326/326 [==============================] - 0s 348us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 322/500 326/326 [==============================] - 0s 359us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 323/500 326/326 [==============================] - 0s 366us/step - loss: 0.1868 - accuracy: 0.9307 Epoch 324/500 326/326 [==============================] - 0s 364us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 325/500 326/326 [==============================] - 0s 364us/step - loss: 0.1864 - accuracy: 0.9310 Epoch 326/500 326/326 [==============================] - 0s 357us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 327/500 326/326 [==============================] - 0s 353us/step - loss: 0.1864 - accuracy: 0.9317 Epoch 328/500 326/326 [==============================] - 0s 350us/step - loss: 0.1868 - accuracy: 0.9307 Epoch 329/500 326/326 [==============================] - 0s 354us/step - loss: 0.1868 - accuracy: 0.9310 Epoch 330/500 326/326 [==============================] - 0s 359us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 331/500 326/326 [==============================] - 0s 360us/step - loss: 0.1867 - accuracy: 0.9308 Epoch 332/500 326/326 [==============================] - 0s 357us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 333/500 326/326 [==============================] - 0s 372us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 334/500 326/326 [==============================] - 0s 385us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 335/500 326/326 [==============================] - 0s 394us/step - loss: 0.1862 - accuracy: 0.9309 Epoch 336/500 326/326 [==============================] - 0s 393us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 337/500 326/326 [==============================] - 0s 357us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 338/500 326/326 [==============================] - 0s 353us/step - loss: 0.1865 - accuracy: 0.9317 Epoch 339/500 326/326 [==============================] - 0s 355us/step - loss: 0.1868 - accuracy: 0.9315 Epoch 340/500 326/326 [==============================] - 0s 359us/step - loss: 0.1862 - accuracy: 0.9314 Epoch 341/500 326/326 [==============================] - 0s 351us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 342/500 326/326 [==============================] - 0s 357us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 343/500 326/326 [==============================] - 0s 354us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 344/500 326/326 [==============================] - 0s 354us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 345/500 326/326 [==============================] - 0s 349us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 346/500 326/326 [==============================] - 0s 356us/step - loss: 0.1866 - accuracy: 0.9307 Epoch 347/500 326/326 [==============================] - 0s 350us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 348/500 326/326 [==============================] - 0s 357us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 349/500 326/326 [==============================] - 0s 367us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 350/500 326/326 [==============================] - 0s 374us/step - loss: 0.1864 - accuracy: 0.9308 Epoch 351/500 326/326 [==============================] - 0s 383us/step - loss: 0.1867 - accuracy: 0.9313 Epoch 352/500 326/326 [==============================] - 0s 385us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 353/500 326/326 [==============================] - 0s 351us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 354/500 326/326 [==============================] - 0s 355us/step - loss: 0.1863 - accuracy: 0.9304 Epoch 355/500 326/326 [==============================] - 0s 364us/step - loss: 0.1862 - accuracy: 0.9310 Epoch 356/500 326/326 [==============================] - 0s 356us/step - loss: 0.1866 - accuracy: 0.9307 Epoch 357/500 326/326 [==============================] - 0s 354us/step - loss: 0.1863 - accuracy: 0.9319 Epoch 358/500 326/326 [==============================] - 0s 353us/step - loss: 0.1866 - accuracy: 0.9307 Epoch 359/500 326/326 [==============================] - 0s 359us/step - loss: 0.1865 - accuracy: 0.9312 Epoch 360/500 326/326 [==============================] - 0s 354us/step - loss: 0.1865 - accuracy: 0.9313 Epoch 361/500 326/326 [==============================] - 0s 353us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 362/500 326/326 [==============================] - 0s 349us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 363/500 326/326 [==============================] - 0s 418us/step - loss: 0.1866 - accuracy: 0.9308 Epoch 364/500 326/326 [==============================] - 0s 357us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 365/500 326/326 [==============================] - 0s 360us/step - loss: 0.1862 - accuracy: 0.9309 Epoch 366/500 326/326 [==============================] - 0s 365us/step - loss: 0.1862 - accuracy: 0.9309 Epoch 367/500 326/326 [==============================] - 0s 367us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 368/500 326/326 [==============================] - 0s 364us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 369/500 326/326 [==============================] - 0s 368us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 370/500 326/326 [==============================] - 0s 366us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 371/500 326/326 [==============================] - 0s 360us/step - loss: 0.1861 - accuracy: 0.9313 Epoch 372/500 326/326 [==============================] - 0s 355us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 373/500 326/326 [==============================] - 0s 354us/step - loss: 0.1864 - accuracy: 0.9308 Epoch 374/500 326/326 [==============================] - 0s 355us/step - loss: 0.1865 - accuracy: 0.9308 Epoch 375/500 326/326 [==============================] - 0s 353us/step - loss: 0.1863 - accuracy: 0.9310 Epoch 376/500 326/326 [==============================] - 0s 353us/step - loss: 0.1866 - accuracy: 0.9310 Epoch 377/500 326/326 [==============================] - 0s 352us/step - loss: 0.1867 - accuracy: 0.9309 Epoch 378/500 326/326 [==============================] - 0s 356us/step - loss: 0.1864 - accuracy: 0.9307 Epoch 379/500 326/326 [==============================] - 0s 357us/step - loss: 0.1863 - accuracy: 0.9310 Epoch 380/500 326/326 [==============================] - 0s 358us/step - loss: 0.1862 - accuracy: 0.9303 Epoch 381/500 326/326 [==============================] - 0s 359us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 382/500 326/326 [==============================] - 0s 351us/step - loss: 0.1861 - accuracy: 0.9313 Epoch 383/500 326/326 [==============================] - 0s 352us/step - loss: 0.1864 - accuracy: 0.9304 Epoch 384/500 326/326 [==============================] - 0s 354us/step - loss: 0.1864 - accuracy: 0.9314 Epoch 385/500 326/326 [==============================] - 0s 352us/step - loss: 0.1865 - accuracy: 0.9307 Epoch 386/500 326/326 [==============================] - 0s 351us/step - loss: 0.1865 - accuracy: 0.9303 Epoch 387/500 326/326 [==============================] - 0s 358us/step - loss: 0.1865 - accuracy: 0.9315 Epoch 388/500 326/326 [==============================] - 0s 356us/step - loss: 0.1866 - accuracy: 0.9309 Epoch 389/500 326/326 [==============================] - 0s 356us/step - loss: 0.1862 - accuracy: 0.9310 Epoch 390/500 326/326 [==============================] - 0s 359us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 391/500 326/326 [==============================] - 0s 360us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 392/500 326/326 [==============================] - 0s 353us/step - loss: 0.1862 - accuracy: 0.9305 Epoch 393/500 326/326 [==============================] - 0s 354us/step - loss: 0.1859 - accuracy: 0.9313 Epoch 394/500 326/326 [==============================] - 0s 347us/step - loss: 0.1867 - accuracy: 0.9307 Epoch 395/500 326/326 [==============================] - 0s 352us/step - loss: 0.1866 - accuracy: 0.9305 Epoch 396/500 326/326 [==============================] - 0s 357us/step - loss: 0.1864 - accuracy: 0.9317 Epoch 397/500 326/326 [==============================] - 0s 357us/step - loss: 0.1865 - accuracy: 0.9310 Epoch 398/500 326/326 [==============================] - 0s 364us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 399/500 326/326 [==============================] - 0s 355us/step - loss: 0.1862 - accuracy: 0.9312 Epoch 400/500 326/326 [==============================] - 0s 350us/step - loss: 0.1866 - accuracy: 0.9304 Epoch 401/500 326/326 [==============================] - 0s 354us/step - loss: 0.1863 - accuracy: 0.9305 Epoch 402/500 326/326 [==============================] - 0s 348us/step - loss: 0.1863 - accuracy: 0.9308 Epoch 403/500 326/326 [==============================] - 0s 353us/step - loss: 0.1866 - accuracy: 0.9305 Epoch 404/500 326/326 [==============================] - 0s 358us/step - loss: 0.1864 - accuracy: 0.9310 Epoch 405/500 326/326 [==============================] - 0s 357us/step - loss: 0.1865 - accuracy: 0.9307 Epoch 406/500 326/326 [==============================] - 0s 359us/step - loss: 0.1863 - accuracy: 0.9309 Epoch 407/500 326/326 [==============================] - 0s 360us/step - loss: 0.1863 - accuracy: 0.9313 Epoch 408/500 326/326 [==============================] - 0s 357us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 409/500 326/326 [==============================] - 0s 358us/step - loss: 0.1859 - accuracy: 0.9309 Epoch 410/500 326/326 [==============================] - 0s 358us/step - loss: 0.1864 - accuracy: 0.9301 Epoch 411/500 326/326 [==============================] - 0s 357us/step - loss: 0.1863 - accuracy: 0.9314 Epoch 412/500 326/326 [==============================] - 0s 361us/step - loss: 0.1861 - accuracy: 0.9314 Epoch 413/500 326/326 [==============================] - 0s 358us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 414/500 326/326 [==============================] - 0s 357us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 415/500 326/326 [==============================] - 0s 354us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 416/500 326/326 [==============================] - 0s 348us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 417/500 326/326 [==============================] - 0s 347us/step - loss: 0.1860 - accuracy: 0.9305 Epoch 418/500 326/326 [==============================] - 0s 357us/step - loss: 0.1862 - accuracy: 0.9317 Epoch 419/500 326/326 [==============================] - 0s 356us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 420/500 326/326 [==============================] - 0s 356us/step - loss: 0.1863 - accuracy: 0.9313 Epoch 421/500 326/326 [==============================] - 0s 358us/step - loss: 0.1864 - accuracy: 0.9305 Epoch 422/500 326/326 [==============================] - 0s 357us/step - loss: 0.1861 - accuracy: 0.9315 Epoch 423/500 326/326 [==============================] - 0s 361us/step - loss: 0.1862 - accuracy: 0.9315 Epoch 424/500 326/326 [==============================] - 0s 353us/step - loss: 0.1862 - accuracy: 0.9315 Epoch 425/500 326/326 [==============================] - 0s 354us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 426/500 326/326 [==============================] - 0s 353us/step - loss: 0.1861 - accuracy: 0.9313 Epoch 427/500 326/326 [==============================] - 0s 355us/step - loss: 0.1862 - accuracy: 0.9307 Epoch 428/500 326/326 [==============================] - 0s 351us/step - loss: 0.1864 - accuracy: 0.9309 Epoch 429/500 326/326 [==============================] - 0s 351us/step - loss: 0.1860 - accuracy: 0.9310 Epoch 430/500 326/326 [==============================] - 0s 358us/step - loss: 0.1863 - accuracy: 0.9310 Epoch 431/500 326/326 [==============================] - 0s 361us/step - loss: 0.1863 - accuracy: 0.9317 Epoch 432/500 326/326 [==============================] - 0s 358us/step - loss: 0.1865 - accuracy: 0.9308 Epoch 433/500 326/326 [==============================] - 0s 355us/step - loss: 0.1861 - accuracy: 0.9315 Epoch 434/500 326/326 [==============================] - 0s 353us/step - loss: 0.1862 - accuracy: 0.9309 Epoch 435/500 326/326 [==============================] - 0s 354us/step - loss: 0.1862 - accuracy: 0.9312 Epoch 436/500 326/326 [==============================] - 0s 351us/step - loss: 0.1863 - accuracy: 0.9308 Epoch 437/500 326/326 [==============================] - 0s 353us/step - loss: 0.1860 - accuracy: 0.9309 Epoch 438/500 326/326 [==============================] - 0s 349us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 439/500 326/326 [==============================] - 0s 410us/step - loss: 0.1861 - accuracy: 0.9309 Epoch 440/500 326/326 [==============================] - 0s 366us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 441/500 326/326 [==============================] - 0s 368us/step - loss: 0.1862 - accuracy: 0.9303 Epoch 442/500 326/326 [==============================] - 0s 364us/step - loss: 0.1861 - accuracy: 0.9309 Epoch 443/500 326/326 [==============================] - 0s 362us/step - loss: 0.1859 - accuracy: 0.9315 Epoch 444/500 326/326 [==============================] - 0s 352us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 445/500 326/326 [==============================] - 0s 351us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 446/500 326/326 [==============================] - 0s 350us/step - loss: 0.1865 - accuracy: 0.9307 Epoch 447/500 326/326 [==============================] - 0s 349us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 448/500 326/326 [==============================] - 0s 356us/step - loss: 0.1862 - accuracy: 0.9317 Epoch 449/500 326/326 [==============================] - 0s 357us/step - loss: 0.1859 - accuracy: 0.9310 Epoch 450/500 326/326 [==============================] - 0s 359us/step - loss: 0.1862 - accuracy: 0.9312 Epoch 451/500 326/326 [==============================] - 0s 352us/step - loss: 0.1859 - accuracy: 0.9312 Epoch 452/500 326/326 [==============================] - 0s 353us/step - loss: 0.1861 - accuracy: 0.9309 Epoch 453/500 326/326 [==============================] - 0s 357us/step - loss: 0.1860 - accuracy: 0.9304 Epoch 454/500 326/326 [==============================] - 0s 358us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 455/500 326/326 [==============================] - 0s 358us/step - loss: 0.1861 - accuracy: 0.9304 Epoch 456/500 326/326 [==============================] - 0s 358us/step - loss: 0.1863 - accuracy: 0.9314 Epoch 457/500 326/326 [==============================] - 0s 348us/step - loss: 0.1863 - accuracy: 0.9315 Epoch 458/500 326/326 [==============================] - 0s 351us/step - loss: 0.1863 - accuracy: 0.9307 Epoch 459/500 326/326 [==============================] - 0s 356us/step - loss: 0.1861 - accuracy: 0.9305 Epoch 460/500 326/326 [==============================] - 0s 355us/step - loss: 0.1863 - accuracy: 0.9318 Epoch 461/500 326/326 [==============================] - 0s 357us/step - loss: 0.1859 - accuracy: 0.9317 Epoch 462/500 326/326 [==============================] - 0s 357us/step - loss: 0.1862 - accuracy: 0.9315 Epoch 463/500 326/326 [==============================] - 0s 357us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 464/500 326/326 [==============================] - 0s 358us/step - loss: 0.1860 - accuracy: 0.9309 Epoch 465/500 326/326 [==============================] - 0s 349us/step - loss: 0.1860 - accuracy: 0.9308 Epoch 466/500 326/326 [==============================] - 0s 350us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 467/500 326/326 [==============================] - 0s 357us/step - loss: 0.1859 - accuracy: 0.9312 Epoch 468/500 326/326 [==============================] - 0s 362us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 469/500 326/326 [==============================] - 0s 377us/step - loss: 0.1863 - accuracy: 0.9315 Epoch 470/500 326/326 [==============================] - 0s 391us/step - loss: 0.1863 - accuracy: 0.9305 Epoch 471/500 326/326 [==============================] - 0s 386us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 472/500 326/326 [==============================] - 0s 386us/step - loss: 0.1860 - accuracy: 0.9304 Epoch 473/500 326/326 [==============================] - 0s 361us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 474/500 326/326 [==============================] - 0s 355us/step - loss: 0.1860 - accuracy: 0.9310 Epoch 475/500 326/326 [==============================] - 0s 409us/step - loss: 0.1862 - accuracy: 0.9309 Epoch 476/500 326/326 [==============================] - 0s 355us/step - loss: 0.1860 - accuracy: 0.9310 Epoch 477/500 326/326 [==============================] - 0s 356us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 478/500 326/326 [==============================] - 0s 354us/step - loss: 0.1865 - accuracy: 0.9301 Epoch 479/500 326/326 [==============================] - 0s 352us/step - loss: 0.1861 - accuracy: 0.9304 Epoch 480/500 326/326 [==============================] - 0s 351us/step - loss: 0.1861 - accuracy: 0.9309 Epoch 481/500 326/326 [==============================] - 0s 348us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 482/500 326/326 [==============================] - 0s 352us/step - loss: 0.1861 - accuracy: 0.9310 Epoch 483/500 326/326 [==============================] - 0s 355us/step - loss: 0.1862 - accuracy: 0.9307 Epoch 484/500 326/326 [==============================] - 0s 358us/step - loss: 0.1858 - accuracy: 0.9305 Epoch 485/500 326/326 [==============================] - 0s 355us/step - loss: 0.1861 - accuracy: 0.9308 Epoch 486/500 326/326 [==============================] - 0s 361us/step - loss: 0.1862 - accuracy: 0.9309 Epoch 487/500 326/326 [==============================] - 0s 357us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 488/500 326/326 [==============================] - 0s 348us/step - loss: 0.1860 - accuracy: 0.9308 Epoch 489/500 326/326 [==============================] - 0s 351us/step - loss: 0.1861 - accuracy: 0.9312 Epoch 490/500 326/326 [==============================] - 0s 352us/step - loss: 0.1861 - accuracy: 0.9309 Epoch 491/500 326/326 [==============================] - 0s 361us/step - loss: 0.1859 - accuracy: 0.9312 Epoch 492/500 326/326 [==============================] - 0s 357us/step - loss: 0.1859 - accuracy: 0.9310 Epoch 493/500 326/326 [==============================] - 0s 353us/step - loss: 0.1860 - accuracy: 0.9309 Epoch 494/500 326/326 [==============================] - 0s 351us/step - loss: 0.1860 - accuracy: 0.9310 Epoch 495/500 326/326 [==============================] - 0s 359us/step - loss: 0.1864 - accuracy: 0.9308 Epoch 496/500 326/326 [==============================] - 0s 358us/step - loss: 0.1863 - accuracy: 0.9314 Epoch 497/500 326/326 [==============================] - 0s 353us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 498/500 326/326 [==============================] - 0s 350us/step - loss: 0.1861 - accuracy: 0.9310 Epoch 499/500 326/326 [==============================] - 0s 353us/step - loss: 0.1862 - accuracy: 0.9317 Epoch 500/500 326/326 [==============================] - 0s 357us/step - loss: 0.1861 - accuracy: 0.9310 29/29 [==============================] - 0s 342us/step Epoch 1/500 326/326 [==============================] - 0s 385us/step - loss: 0.4404 - accuracy: 0.9277 Epoch 2/500 326/326 [==============================] - 0s 352us/step - loss: 0.2089 - accuracy: 0.9308 Epoch 3/500 326/326 [==============================] - 0s 355us/step - loss: 0.2024 - accuracy: 0.9308 Epoch 4/500 326/326 [==============================] - 0s 357us/step - loss: 0.2002 - accuracy: 0.9308 Epoch 5/500 326/326 [==============================] - 0s 358us/step - loss: 0.1985 - accuracy: 0.9308 Epoch 6/500 326/326 [==============================] - 0s 357us/step - loss: 0.1977 - accuracy: 0.9308 Epoch 7/500 326/326 [==============================] - 0s 355us/step - loss: 0.1966 - accuracy: 0.9308 Epoch 8/500 326/326 [==============================] - 0s 351us/step - loss: 0.1960 - accuracy: 0.9308 Epoch 9/500 326/326 [==============================] - 0s 353us/step - loss: 0.1957 - accuracy: 0.9308 Epoch 10/500 326/326 [==============================] - 0s 369us/step - loss: 0.1956 - accuracy: 0.9308 Epoch 11/500 326/326 [==============================] - 0s 371us/step - loss: 0.1954 - accuracy: 0.9308 Epoch 12/500 326/326 [==============================] - 0s 427us/step - loss: 0.1951 - accuracy: 0.9308 Epoch 13/500 326/326 [==============================] - 0s 366us/step - loss: 0.1949 - accuracy: 0.9308 Epoch 14/500 326/326 [==============================] - 0s 356us/step - loss: 0.1951 - accuracy: 0.9308 Epoch 15/500 326/326 [==============================] - 0s 358us/step - loss: 0.1948 - accuracy: 0.9308 Epoch 16/500 326/326 [==============================] - 0s 359us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 17/500 326/326 [==============================] - 0s 355us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 18/500 326/326 [==============================] - 0s 361us/step - loss: 0.1945 - accuracy: 0.9308 Epoch 19/500 326/326 [==============================] - 0s 356us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 20/500 326/326 [==============================] - 0s 348us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 21/500 326/326 [==============================] - 0s 355us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 22/500 326/326 [==============================] - 0s 358us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 23/500 326/326 [==============================] - 0s 353us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 24/500 326/326 [==============================] - 0s 356us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 25/500 326/326 [==============================] - 0s 358us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 26/500 326/326 [==============================] - 0s 356us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 27/500 326/326 [==============================] - 0s 350us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 28/500 326/326 [==============================] - 0s 352us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 29/500 326/326 [==============================] - 0s 356us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 30/500 326/326 [==============================] - 0s 353us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 31/500 326/326 [==============================] - 0s 359us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 32/500 326/326 [==============================] - 0s 354us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 33/500 326/326 [==============================] - 0s 360us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 34/500 326/326 [==============================] - 0s 354us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 35/500 326/326 [==============================] - 0s 351us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 36/500 326/326 [==============================] - 0s 351us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 37/500 326/326 [==============================] - 0s 357us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 38/500 326/326 [==============================] - 0s 353us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 39/500 326/326 [==============================] - 0s 356us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 40/500 326/326 [==============================] - 0s 359us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 41/500 326/326 [==============================] - 0s 356us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 42/500 326/326 [==============================] - 0s 353us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 43/500 326/326 [==============================] - 0s 351us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 44/500 326/326 [==============================] - 0s 360us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 45/500 326/326 [==============================] - 0s 357us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 46/500 326/326 [==============================] - 0s 356us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 47/500 326/326 [==============================] - 0s 352us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 48/500 326/326 [==============================] - 0s 354us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 49/500 326/326 [==============================] - 0s 355us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 50/500 326/326 [==============================] - 0s 356us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 51/500 326/326 [==============================] - 0s 358us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 52/500 326/326 [==============================] - 0s 351us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 53/500 326/326 [==============================] - 0s 354us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 54/500 326/326 [==============================] - 0s 348us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 55/500 326/326 [==============================] - 0s 357us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 56/500 326/326 [==============================] - 0s 359us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 57/500 326/326 [==============================] - 0s 359us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 58/500 326/326 [==============================] - 0s 354us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 59/500 326/326 [==============================] - 0s 353us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 60/500 326/326 [==============================] - 0s 348us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 61/500 326/326 [==============================] - 0s 358us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 62/500 326/326 [==============================] - 0s 361us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 63/500 326/326 [==============================] - 0s 360us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 64/500 326/326 [==============================] - 0s 364us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 65/500 326/326 [==============================] - 0s 367us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 66/500 326/326 [==============================] - 0s 417us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 67/500 326/326 [==============================] - 0s 358us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 68/500 326/326 [==============================] - 0s 364us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 69/500 326/326 [==============================] - 0s 352us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 70/500 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 71/500 326/326 [==============================] - 0s 352us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 72/500 326/326 [==============================] - 0s 362us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 73/500 326/326 [==============================] - 0s 359us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 74/500 326/326 [==============================] - 0s 352us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 75/500 326/326 [==============================] - 0s 353us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 76/500 326/326 [==============================] - 0s 347us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 77/500 326/326 [==============================] - 0s 359us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 78/500 326/326 [==============================] - 0s 362us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 79/500 326/326 [==============================] - 0s 442us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 80/500 326/326 [==============================] - 0s 380us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 81/500 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 82/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 83/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 84/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 85/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 86/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 87/500 326/326 [==============================] - 0s 375us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 88/500 326/326 [==============================] - 0s 362us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 89/500 326/326 [==============================] - 0s 343us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 90/500 326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 91/500 326/326 [==============================] - 0s 342us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 92/500 326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 93/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 94/500 326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 95/500 326/326 [==============================] - 0s 336us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 96/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 97/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 98/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 99/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 100/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 101/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 102/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 103/500 326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 104/500 326/326 [==============================] - 0s 366us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 105/500 326/326 [==============================] - 0s 374us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 106/500 326/326 [==============================] - 0s 370us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 107/500 326/326 [==============================] - 0s 365us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 108/500 326/326 [==============================] - 0s 336us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 109/500 326/326 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 110/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 111/500 326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 112/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 113/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 114/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 115/500 326/326 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 116/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 117/500 326/326 [==============================] - 0s 343us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 118/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 119/500 326/326 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 120/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 121/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 122/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 123/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 124/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 125/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 126/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 127/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 128/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 129/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 130/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 131/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 132/500 326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 133/500 326/326 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 134/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 135/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 136/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 137/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 138/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 139/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 140/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 141/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 142/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 143/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 144/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 145/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 146/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 147/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 148/500 326/326 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 149/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 150/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 151/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 152/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 153/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 154/500 326/326 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 155/500 326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 156/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 157/500 326/326 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 158/500 326/326 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 159/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 160/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 161/500 326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 162/500 326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 163/500 326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 164/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 165/500 326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 166/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 167/500 326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 168/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 169/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 170/500 326/326 [==============================] - 0s 351us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 171/500 326/326 [==============================] - 0s 351us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 172/500 326/326 [==============================] - 0s 362us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 173/500 326/326 [==============================] - 0s 359us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 174/500 326/326 [==============================] - 0s 344us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 175/500 326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 176/500 326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 177/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 178/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 179/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 180/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 181/500 326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 182/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 183/500 326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 184/500 326/326 [==============================] - 0s 364us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 185/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 186/500 326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 187/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 188/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 189/500 326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 190/500 326/326 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 191/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 192/500 326/326 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 193/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 194/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 195/500 326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 196/500 326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 197/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 198/500 326/326 [==============================] - 0s 396us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 199/500 326/326 [==============================] - 0s 347us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 200/500 326/326 [==============================] - 0s 338us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 201/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 202/500 326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 203/500 326/326 [==============================] - 0s 341us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 204/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 205/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 206/500 326/326 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 207/500 326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 208/500 326/326 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 209/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 210/500 326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 211/500 326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 212/500 326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 213/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 214/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 215/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 216/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 217/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 218/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 219/500 326/326 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 220/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 221/500 326/326 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 222/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 223/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 224/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 225/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 226/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 227/500 326/326 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 228/500 326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 229/500 326/326 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 230/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 231/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 232/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 233/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 234/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 235/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 236/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 237/500 326/326 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 238/500 326/326 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 239/500 326/326 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 240/500 326/326 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 241/500 326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 242/500 326/326 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 243/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 244/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 245/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 246/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 247/500 326/326 [==============================] - 0s 325us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 248/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 249/500 326/326 [==============================] - 0s 340us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 250/500 326/326 [==============================] - 0s 362us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 251/500 326/326 [==============================] - 0s 370us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 252/500 326/326 [==============================] - 0s 374us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 253/500 326/326 [==============================] - 0s 341us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 254/500 326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 255/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 256/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 257/500 326/326 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 258/500 326/326 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 259/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 260/500 326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 261/500 326/326 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 262/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 263/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 264/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 265/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 266/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 267/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 268/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 269/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 270/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 271/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 272/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 273/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 274/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 275/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 276/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 277/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 278/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 279/500 326/326 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 280/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 281/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 282/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 283/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 284/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 285/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 286/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 287/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 288/500 326/326 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 289/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 290/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 291/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 292/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 293/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 294/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 295/500 326/326 [==============================] - 0s 383us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 296/500 326/326 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 297/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 298/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 299/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 300/500 326/326 [==============================] - 0s 338us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 301/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 302/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 303/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 304/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 305/500 326/326 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 306/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 307/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 308/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 309/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 310/500 326/326 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 311/500 326/326 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 312/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 313/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 314/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 315/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 316/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 317/500 326/326 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 318/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 319/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 320/500 326/326 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 321/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 322/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 323/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 324/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 325/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 326/500 326/326 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 327/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 328/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 329/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 330/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 331/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 332/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 333/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 334/500 326/326 [==============================] - 0s 340us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 335/500 326/326 [==============================] - 0s 379us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 336/500 326/326 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 337/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 338/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 339/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 340/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 341/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 342/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 343/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 344/500 326/326 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 345/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 346/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 347/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 348/500 326/326 [==============================] - 0s 359us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 349/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 350/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 351/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 352/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 353/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 354/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 355/500 326/326 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 356/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 357/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 358/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 359/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 360/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 361/500 326/326 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 362/500 326/326 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 363/500 326/326 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 364/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 365/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 366/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 367/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 368/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 369/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 370/500 326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 371/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 372/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 373/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 374/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 375/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 376/500 326/326 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 377/500 326/326 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 378/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 379/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 380/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 381/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 382/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 383/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 384/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 385/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 386/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 387/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 388/500 326/326 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 389/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 390/500 326/326 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 391/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 392/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 393/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 394/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 395/500 326/326 [==============================] - 0s 323us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 396/500 326/326 [==============================] - 0s 338us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 397/500 326/326 [==============================] - 0s 378us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 398/500 326/326 [==============================] - 0s 382us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 399/500 326/326 [==============================] - 0s 378us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 400/500 326/326 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 401/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 402/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 403/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 404/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 405/500 326/326 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 406/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 407/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 408/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 409/500 326/326 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 410/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 411/500 326/326 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 412/500 326/326 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 413/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 414/500 326/326 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 415/500 326/326 [==============================] - 0s 344us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 416/500 326/326 [==============================] - 0s 373us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 417/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 418/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 419/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 420/500 326/326 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 421/500 326/326 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 422/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 423/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 424/500 326/326 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 425/500 326/326 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 426/500 326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 427/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 428/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 429/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 430/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 431/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 432/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 433/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 434/500 326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 435/500 326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 436/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 437/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 438/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 439/500 326/326 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 440/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 441/500 326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 442/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 443/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 444/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 445/500 326/326 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 446/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 447/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 448/500 326/326 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 449/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 450/500 326/326 [==============================] - 0s 324us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 451/500 326/326 [==============================] - 0s 324us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 452/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 453/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 454/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 455/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 456/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 457/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 458/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 459/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 460/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 461/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 462/500 326/326 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 463/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 464/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 465/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 466/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 467/500 326/326 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 468/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 469/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 470/500 326/326 [==============================] - 0s 360us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 471/500 326/326 [==============================] - 0s 346us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 472/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9328 Epoch 473/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 474/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 475/500 326/326 [==============================] - 0s 339us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 476/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 477/500 326/326 [==============================] - 0s 381us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 478/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 479/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 480/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 481/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 482/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 483/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 484/500 326/326 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 485/500 326/326 [==============================] - 0s 324us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 486/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 487/500 326/326 [==============================] - 0s 324us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 488/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 489/500 326/326 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 490/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 491/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 492/500 326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 493/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 494/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 495/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 496/500 326/326 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 497/500 326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 498/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 499/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 500/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9321 29/29 [==============================] - 0s 312us/step Epoch 1/500 326/326 [==============================] - 0s 361us/step - loss: 0.4259 - accuracy: 0.9270 Epoch 2/500 326/326 [==============================] - 0s 327us/step - loss: 0.2093 - accuracy: 0.9296 Epoch 3/500 326/326 [==============================] - 0s 327us/step - loss: 0.2037 - accuracy: 0.9296 Epoch 4/500 326/326 [==============================] - 0s 326us/step - loss: 0.2011 - accuracy: 0.9296 Epoch 5/500 326/326 [==============================] - 0s 325us/step - loss: 0.2000 - accuracy: 0.9296 Epoch 6/500 326/326 [==============================] - 0s 328us/step - loss: 0.1989 - accuracy: 0.9296 Epoch 7/500 326/326 [==============================] - 0s 327us/step - loss: 0.1984 - accuracy: 0.9296 Epoch 8/500 326/326 [==============================] - 0s 330us/step - loss: 0.1978 - accuracy: 0.9296 Epoch 9/500 326/326 [==============================] - 0s 331us/step - loss: 0.1975 - accuracy: 0.9296 Epoch 10/500 326/326 [==============================] - 0s 327us/step - loss: 0.1973 - accuracy: 0.9296 Epoch 11/500 326/326 [==============================] - 0s 326us/step - loss: 0.1968 - accuracy: 0.9296 Epoch 12/500 326/326 [==============================] - 0s 328us/step - loss: 0.1966 - accuracy: 0.9296 Epoch 13/500 326/326 [==============================] - 0s 329us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 14/500 326/326 [==============================] - 0s 329us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 15/500 326/326 [==============================] - 0s 327us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 16/500 326/326 [==============================] - 0s 326us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 17/500 326/326 [==============================] - 0s 329us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 18/500 326/326 [==============================] - 0s 335us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 19/500 326/326 [==============================] - 0s 330us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 20/500 326/326 [==============================] - 0s 328us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 21/500 326/326 [==============================] - 0s 328us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 22/500 326/326 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 23/500 326/326 [==============================] - 0s 326us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 24/500 326/326 [==============================] - 0s 326us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 25/500 326/326 [==============================] - 0s 331us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 26/500 326/326 [==============================] - 0s 336us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 27/500 326/326 [==============================] - 0s 329us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 28/500 326/326 [==============================] - 0s 332us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 29/500 326/326 [==============================] - 0s 333us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 30/500 326/326 [==============================] - 0s 326us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 31/500 326/326 [==============================] - 0s 326us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 32/500 326/326 [==============================] - 0s 329us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 33/500 326/326 [==============================] - 0s 326us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 34/500 326/326 [==============================] - 0s 326us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 35/500 326/326 [==============================] - 0s 328us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 36/500 326/326 [==============================] - 0s 327us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 37/500 326/326 [==============================] - 0s 325us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 38/500 326/326 [==============================] - 0s 350us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 39/500 326/326 [==============================] - 0s 326us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 40/500 326/326 [==============================] - 0s 357us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 41/500 326/326 [==============================] - 0s 370us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 42/500 326/326 [==============================] - 0s 376us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 43/500 326/326 [==============================] - 0s 371us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 44/500 326/326 [==============================] - 0s 390us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 45/500 326/326 [==============================] - 0s 425us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 46/500 326/326 [==============================] - 0s 341us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 47/500 326/326 [==============================] - 0s 331us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 48/500 326/326 [==============================] - 0s 329us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 49/500 326/326 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 50/500 326/326 [==============================] - 0s 329us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 51/500 326/326 [==============================] - 0s 332us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 52/500 326/326 [==============================] - 0s 360us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 53/500 326/326 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 54/500 326/326 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 55/500 326/326 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 56/500 326/326 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 57/500 326/326 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 58/500 326/326 [==============================] - 0s 349us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 59/500 326/326 [==============================] - 0s 323us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 60/500 326/326 [==============================] - 0s 327us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 61/500 326/326 [==============================] - 0s 340us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 62/500 326/326 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 63/500 326/326 [==============================] - 0s 325us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 64/500 326/326 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 65/500 326/326 [==============================] - 0s 328us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 66/500 326/326 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 67/500 326/326 [==============================] - 0s 362us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 68/500 326/326 [==============================] - 0s 341us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 69/500 326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 70/500 326/326 [==============================] - 0s 327us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 71/500 326/326 [==============================] - 0s 418us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 72/500 326/326 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 73/500 326/326 [==============================] - 0s 326us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 74/500 326/326 [==============================] - 0s 328us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 75/500 326/326 [==============================] - 0s 326us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 76/500 326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 77/500 326/326 [==============================] - 0s 341us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 78/500 326/326 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 79/500 326/326 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 80/500 326/326 [==============================] - 0s 327us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 81/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 82/500 326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 83/500 326/326 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 84/500 326/326 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 85/500 326/326 [==============================] - 0s 477us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 86/500 326/326 [==============================] - 0s 400us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 87/500 326/326 [==============================] - 0s 404us/step - loss: 0.1934 - accuracy: 0.9294 Epoch 88/500 326/326 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 89/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 90/500 326/326 [==============================] - 0s 326us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 91/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 92/500 326/326 [==============================] - 0s 326us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 93/500 326/326 [==============================] - 0s 325us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 94/500 326/326 [==============================] - 0s 326us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 95/500 326/326 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 96/500 326/326 [==============================] - 0s 326us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 97/500 326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 98/500 326/326 [==============================] - 0s 326us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 99/500 326/326 [==============================] - 0s 326us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 100/500 326/326 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 101/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 102/500 326/326 [==============================] - 0s 325us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 103/500 326/326 [==============================] - 0s 324us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 104/500 326/326 [==============================] - 0s 326us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 105/500 326/326 [==============================] - 0s 327us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 106/500 326/326 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 107/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 108/500 326/326 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 109/500 326/326 [==============================] - 0s 338us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 110/500 326/326 [==============================] - 0s 336us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 111/500 326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 112/500 326/326 [==============================] - 0s 336us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 113/500 326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 114/500 326/326 [==============================] - 0s 356us/step - loss: 0.1931 - accuracy: 0.9304 Epoch 115/500 326/326 [==============================] - 0s 353us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 116/500 326/326 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9304 Epoch 117/500 326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 118/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 119/500 326/326 [==============================] - 0s 326us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 120/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 121/500 326/326 [==============================] - 0s 327us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 122/500 326/326 [==============================] - 0s 345us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 123/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9304 Epoch 124/500 326/326 [==============================] - 0s 325us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 125/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 126/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 127/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 128/500 326/326 [==============================] - 0s 325us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 129/500 326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 130/500 326/326 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 131/500 326/326 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 132/500 326/326 [==============================] - 0s 375us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 133/500 326/326 [==============================] - 0s 383us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 134/500 326/326 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 135/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 136/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 137/500 326/326 [==============================] - 0s 349us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 138/500 326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 139/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 140/500 326/326 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 141/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9304 Epoch 142/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 143/500 326/326 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 144/500 326/326 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 145/500 326/326 [==============================] - 0s 326us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 146/500 326/326 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 147/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 148/500 326/326 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 149/500 326/326 [==============================] - 0s 325us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 150/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 151/500 326/326 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 152/500 326/326 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 153/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 154/500 326/326 [==============================] - 0s 326us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 155/500 326/326 [==============================] - 0s 326us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 156/500 326/326 [==============================] - 0s 325us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 157/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 158/500 326/326 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 159/500 326/326 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 160/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 161/500 326/326 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 162/500 326/326 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 163/500 326/326 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 164/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 165/500 326/326 [==============================] - 0s 326us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 166/500 326/326 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 167/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 168/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 169/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 170/500 326/326 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 171/500 326/326 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 172/500 326/326 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 173/500 326/326 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9303 Epoch 174/500 326/326 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 175/500 326/326 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 176/500 326/326 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 177/500 326/326 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 178/500 326/326 [==============================] - 0s 321us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 179/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 180/500 326/326 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 181/500 326/326 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 182/500 326/326 [==============================] - 0s 324us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 183/500 326/326 [==============================] - 0s 325us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 184/500 326/326 [==============================] - 0s 324us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 185/500 326/326 [==============================] - 0s 324us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 186/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 187/500 326/326 [==============================] - 0s 353us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 188/500 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 189/500 326/326 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 190/500 326/326 [==============================] - 0s 383us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 191/500 326/326 [==============================] - 0s 357us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 192/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 193/500 326/326 [==============================] - 0s 326us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 194/500 326/326 [==============================] - 0s 324us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 195/500 326/326 [==============================] - 0s 324us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 196/500 326/326 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 197/500 326/326 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 198/500 326/326 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 199/500 326/326 [==============================] - 0s 386us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 200/500 326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 201/500 326/326 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 202/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 203/500 326/326 [==============================] - 0s 323us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 204/500 326/326 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 205/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 206/500 326/326 [==============================] - 0s 324us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 207/500 326/326 [==============================] - 0s 324us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 208/500 326/326 [==============================] - 0s 324us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 209/500 326/326 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 210/500 326/326 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 211/500 326/326 [==============================] - 0s 326us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 212/500 326/326 [==============================] - 0s 322us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 213/500 326/326 [==============================] - 0s 325us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 214/500 326/326 [==============================] - 0s 326us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 215/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 216/500 326/326 [==============================] - 0s 383us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 217/500 326/326 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 218/500 326/326 [==============================] - 0s 323us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 219/500 326/326 [==============================] - 0s 325us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 220/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 221/500 326/326 [==============================] - 0s 325us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 222/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 223/500 326/326 [==============================] - 0s 325us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 224/500 326/326 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 225/500 326/326 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 226/500 326/326 [==============================] - 0s 322us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 227/500 326/326 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 228/500 326/326 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 229/500 326/326 [==============================] - 0s 323us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 230/500 326/326 [==============================] - 0s 325us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 231/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 232/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 233/500 326/326 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 234/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 235/500 326/326 [==============================] - 0s 324us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 236/500 326/326 [==============================] - 0s 324us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 237/500 326/326 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 238/500 326/326 [==============================] - 0s 325us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 239/500 326/326 [==============================] - 0s 325us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 240/500 326/326 [==============================] - 0s 325us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 241/500 326/326 [==============================] - 0s 324us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 242/500 326/326 [==============================] - 0s 324us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 243/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 244/500 326/326 [==============================] - 0s 322us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 245/500 326/326 [==============================] - 0s 323us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 246/500 326/326 [==============================] - 0s 324us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 247/500 326/326 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 248/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9303 Epoch 249/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 250/500 326/326 [==============================] - 0s 326us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 251/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 252/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 253/500 326/326 [==============================] - 0s 326us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 254/500 326/326 [==============================] - 0s 325us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 255/500 326/326 [==============================] - 0s 325us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 256/500 326/326 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 257/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 258/500 326/326 [==============================] - 0s 325us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 259/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 260/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 261/500 326/326 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 262/500 326/326 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 263/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 264/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 265/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 266/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 267/500 326/326 [==============================] - 0s 325us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 268/500 326/326 [==============================] - 0s 322us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 269/500 326/326 [==============================] - 0s 325us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 270/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 271/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 272/500 326/326 [==============================] - 0s 323us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 273/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 274/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 275/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 276/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 277/500 326/326 [==============================] - 0s 327us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 278/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 279/500 326/326 [==============================] - 0s 323us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 280/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 281/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 282/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 283/500 326/326 [==============================] - 0s 323us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 284/500 326/326 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 285/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 286/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 287/500 326/326 [==============================] - 0s 323us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 288/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 289/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 290/500 326/326 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 291/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 292/500 326/326 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 293/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 294/500 326/326 [==============================] - 0s 323us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 295/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 296/500 326/326 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 297/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 298/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 299/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 300/500 326/326 [==============================] - 0s 324us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 301/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 302/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 303/500 326/326 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 304/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 305/500 326/326 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 306/500 326/326 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 307/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 308/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 309/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 310/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 311/500 326/326 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 312/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 313/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 314/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 315/500 326/326 [==============================] - 0s 322us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 316/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 317/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 318/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 319/500 326/326 [==============================] - 0s 323us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 320/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 321/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 322/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 323/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 324/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 325/500 326/326 [==============================] - 0s 327us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 326/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 327/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 328/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 329/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 330/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 331/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 332/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 333/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9302 Epoch 334/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 335/500 326/326 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 336/500 326/326 [==============================] - 0s 370us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 337/500 326/326 [==============================] - 0s 377us/step - loss: 0.1919 - accuracy: 0.9303 Epoch 338/500 326/326 [==============================] - 0s 381us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 339/500 326/326 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 340/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 341/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 342/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 343/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 344/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 345/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 346/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 347/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 348/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 349/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 350/500 326/326 [==============================] - 0s 343us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 351/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 352/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 353/500 326/326 [==============================] - 0s 324us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 354/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 355/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 356/500 326/326 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 357/500 326/326 [==============================] - 0s 323us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 358/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 359/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 360/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 361/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 362/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 363/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 364/500 326/326 [==============================] - 0s 398us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 365/500 326/326 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 366/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 367/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 368/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 369/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 370/500 326/326 [==============================] - 0s 323us/step - loss: 0.1920 - accuracy: 0.9312 Epoch 371/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 372/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 373/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 374/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 375/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 376/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 377/500 326/326 [==============================] - 0s 322us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 378/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 379/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 380/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 381/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 382/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 383/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 384/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 385/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 386/500 326/326 [==============================] - 0s 321us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 387/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 388/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 389/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 390/500 326/326 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 391/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 392/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 393/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 394/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 395/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 396/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 397/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 398/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 399/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 400/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 401/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 402/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 403/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 404/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 405/500 326/326 [==============================] - 0s 322us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 406/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9303 Epoch 407/500 326/326 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 408/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 409/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 410/500 326/326 [==============================] - 0s 373us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 411/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 412/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 413/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 414/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 415/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 416/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 417/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 418/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 419/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 420/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 421/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 422/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 423/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 424/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 425/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 426/500 326/326 [==============================] - 0s 320us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 427/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 428/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9303 Epoch 429/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 430/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 431/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 432/500 326/326 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 433/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 434/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 435/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 436/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 437/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 438/500 326/326 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 439/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 440/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 441/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 442/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 443/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 444/500 326/326 [==============================] - 0s 321us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 445/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 446/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 447/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 448/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 449/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 450/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 451/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 452/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 453/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 454/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 455/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 456/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 457/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 458/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 459/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 460/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 461/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 462/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 463/500 326/326 [==============================] - 0s 320us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 464/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 465/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 466/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 467/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 468/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 469/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 470/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 471/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 472/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 473/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 474/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 475/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 476/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 477/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 478/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 479/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 480/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 481/500 326/326 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 482/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 483/500 326/326 [==============================] - 0s 322us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 484/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 485/500 326/326 [==============================] - 0s 373us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 486/500 326/326 [==============================] - 0s 381us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 487/500 326/326 [==============================] - 0s 384us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 488/500 326/326 [==============================] - 0s 343us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 489/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 490/500 326/326 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 491/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 492/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 493/500 326/326 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 494/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 495/500 326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 496/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 497/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 498/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 499/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 500/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9309 29/29 [==============================] - 0s 314us/step Epoch 1/500 326/326 [==============================] - 0s 363us/step - loss: 0.4084 - accuracy: 0.9294 Epoch 2/500 326/326 [==============================] - 0s 327us/step - loss: 0.2078 - accuracy: 0.9294 Epoch 3/500 326/326 [==============================] - 0s 326us/step - loss: 0.2027 - accuracy: 0.9294 Epoch 4/500 326/326 [==============================] - 0s 325us/step - loss: 0.2009 - accuracy: 0.9294 Epoch 5/500 326/326 [==============================] - 0s 325us/step - loss: 0.1997 - accuracy: 0.9294 Epoch 6/500 326/326 [==============================] - 0s 324us/step - loss: 0.1989 - accuracy: 0.9294 Epoch 7/500 326/326 [==============================] - 0s 324us/step - loss: 0.1985 - accuracy: 0.9294 Epoch 8/500 326/326 [==============================] - 0s 324us/step - loss: 0.1981 - accuracy: 0.9294 Epoch 9/500 326/326 [==============================] - 0s 323us/step - loss: 0.1978 - accuracy: 0.9294 Epoch 10/500 326/326 [==============================] - 0s 327us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 11/500 326/326 [==============================] - 0s 324us/step - loss: 0.1970 - accuracy: 0.9294 Epoch 12/500 326/326 [==============================] - 0s 325us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 13/500 326/326 [==============================] - 0s 325us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 14/500 326/326 [==============================] - 0s 326us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 15/500 326/326 [==============================] - 0s 328us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 16/500 326/326 [==============================] - 0s 326us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 17/500 326/326 [==============================] - 0s 324us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 18/500 326/326 [==============================] - 0s 323us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 19/500 326/326 [==============================] - 0s 323us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 20/500 326/326 [==============================] - 0s 322us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 21/500 326/326 [==============================] - 0s 324us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 22/500 326/326 [==============================] - 0s 323us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 23/500 326/326 [==============================] - 0s 326us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 24/500 326/326 [==============================] - 0s 324us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 25/500 326/326 [==============================] - 0s 323us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 26/500 326/326 [==============================] - 0s 323us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 27/500 326/326 [==============================] - 0s 325us/step - loss: 0.1953 - accuracy: 0.9294 Epoch 28/500 326/326 [==============================] - 0s 323us/step - loss: 0.1953 - accuracy: 0.9292 Epoch 29/500 326/326 [==============================] - 0s 323us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 30/500 326/326 [==============================] - 0s 325us/step - loss: 0.1949 - accuracy: 0.9287 Epoch 31/500 326/326 [==============================] - 0s 323us/step - loss: 0.1948 - accuracy: 0.9288 Epoch 32/500 326/326 [==============================] - 0s 325us/step - loss: 0.1947 - accuracy: 0.9290 Epoch 33/500 326/326 [==============================] - 0s 325us/step - loss: 0.1948 - accuracy: 0.9288 Epoch 34/500 326/326 [==============================] - 0s 326us/step - loss: 0.1945 - accuracy: 0.9290 Epoch 35/500 326/326 [==============================] - 0s 325us/step - loss: 0.1947 - accuracy: 0.9287 Epoch 36/500 326/326 [==============================] - 0s 322us/step - loss: 0.1944 - accuracy: 0.9292 Epoch 37/500 326/326 [==============================] - 0s 324us/step - loss: 0.1945 - accuracy: 0.9292 Epoch 38/500 326/326 [==============================] - 0s 329us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 39/500 326/326 [==============================] - 0s 326us/step - loss: 0.1943 - accuracy: 0.9287 Epoch 40/500 326/326 [==============================] - 0s 325us/step - loss: 0.1942 - accuracy: 0.9290 Epoch 41/500 326/326 [==============================] - 0s 323us/step - loss: 0.1944 - accuracy: 0.9293 Epoch 42/500 326/326 [==============================] - 0s 323us/step - loss: 0.1943 - accuracy: 0.9290 Epoch 43/500 326/326 [==============================] - 0s 322us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 44/500 326/326 [==============================] - 0s 327us/step - loss: 0.1942 - accuracy: 0.9293 Epoch 45/500 326/326 [==============================] - 0s 322us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 46/500 326/326 [==============================] - 0s 324us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 47/500 326/326 [==============================] - 0s 325us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 48/500 326/326 [==============================] - 0s 326us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 49/500 326/326 [==============================] - 0s 325us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 50/500 326/326 [==============================] - 0s 324us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 51/500 326/326 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 52/500 326/326 [==============================] - 0s 325us/step - loss: 0.1934 - accuracy: 0.9293 Epoch 53/500 326/326 [==============================] - 0s 325us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 54/500 326/326 [==============================] - 0s 326us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 55/500 326/326 [==============================] - 0s 324us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 56/500 326/326 [==============================] - 0s 324us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 57/500 326/326 [==============================] - 0s 322us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 58/500 326/326 [==============================] - 0s 325us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 59/500 326/326 [==============================] - 0s 323us/step - loss: 0.1928 - accuracy: 0.9299 Epoch 60/500 326/326 [==============================] - 0s 325us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 61/500 326/326 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 62/500 326/326 [==============================] - 0s 324us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 63/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 64/500 326/326 [==============================] - 0s 322us/step - loss: 0.1926 - accuracy: 0.9299 Epoch 65/500 326/326 [==============================] - 0s 323us/step - loss: 0.1926 - accuracy: 0.9299 Epoch 66/500 326/326 [==============================] - 0s 324us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 67/500 326/326 [==============================] - 0s 325us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 68/500 326/326 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 69/500 326/326 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 70/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9306 Epoch 71/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9298 Epoch 72/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 73/500 326/326 [==============================] - 0s 323us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 74/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 75/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9303 Epoch 76/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9306 Epoch 77/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 78/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 79/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 80/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 81/500 326/326 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 82/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9306 Epoch 83/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9306 Epoch 84/500 326/326 [==============================] - 0s 322us/step - loss: 0.1910 - accuracy: 0.9306 Epoch 85/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 86/500 326/326 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 87/500 326/326 [==============================] - 0s 323us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 88/500 326/326 [==============================] - 0s 322us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 89/500 326/326 [==============================] - 0s 322us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 90/500 326/326 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9302 Epoch 91/500 326/326 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 92/500 326/326 [==============================] - 0s 323us/step - loss: 0.1905 - accuracy: 0.9306 Epoch 93/500 326/326 [==============================] - 0s 323us/step - loss: 0.1905 - accuracy: 0.9306 Epoch 94/500 326/326 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9298 Epoch 95/500 326/326 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 96/500 326/326 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 97/500 326/326 [==============================] - 0s 323us/step - loss: 0.1905 - accuracy: 0.9306 Epoch 98/500 326/326 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 99/500 326/326 [==============================] - 0s 325us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 100/500 326/326 [==============================] - 0s 323us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 101/500 326/326 [==============================] - 0s 323us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 102/500 326/326 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9297 Epoch 103/500 326/326 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 104/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 105/500 326/326 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9306 Epoch 106/500 326/326 [==============================] - 0s 325us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 107/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 108/500 326/326 [==============================] - 0s 323us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 109/500 326/326 [==============================] - 0s 325us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 110/500 326/326 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 111/500 326/326 [==============================] - 0s 324us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 112/500 326/326 [==============================] - 0s 324us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 113/500 326/326 [==============================] - 0s 325us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 114/500 326/326 [==============================] - 0s 322us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 115/500 326/326 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 116/500 326/326 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9306 Epoch 117/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9306 Epoch 118/500 326/326 [==============================] - 0s 323us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 119/500 326/326 [==============================] - 0s 322us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 120/500 326/326 [==============================] - 0s 325us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 121/500 326/326 [==============================] - 0s 322us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 122/500 326/326 [==============================] - 0s 322us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 123/500 326/326 [==============================] - 0s 321us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 124/500 326/326 [==============================] - 0s 324us/step - loss: 0.1894 - accuracy: 0.9302 Epoch 125/500 326/326 [==============================] - 0s 325us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 126/500 326/326 [==============================] - 0s 324us/step - loss: 0.1893 - accuracy: 0.9302 Epoch 127/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 128/500 326/326 [==============================] - 0s 324us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 129/500 326/326 [==============================] - 0s 324us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 130/500 326/326 [==============================] - 0s 324us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 131/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 132/500 326/326 [==============================] - 0s 363us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 133/500 326/326 [==============================] - 0s 379us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 134/500 326/326 [==============================] - 0s 378us/step - loss: 0.1892 - accuracy: 0.9304 Epoch 135/500 326/326 [==============================] - 0s 362us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 136/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 137/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 138/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 139/500 326/326 [==============================] - 0s 326us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 140/500 326/326 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 141/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 142/500 326/326 [==============================] - 0s 326us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 143/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 144/500 326/326 [==============================] - 0s 325us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 145/500 326/326 [==============================] - 0s 324us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 146/500 326/326 [==============================] - 0s 324us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 147/500 326/326 [==============================] - 0s 323us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 148/500 326/326 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 149/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9324 Epoch 150/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 151/500 326/326 [==============================] - 0s 323us/step - loss: 0.1888 - accuracy: 0.9306 Epoch 152/500 326/326 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 153/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 154/500 326/326 [==============================] - 0s 324us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 155/500 326/326 [==============================] - 0s 324us/step - loss: 0.1886 - accuracy: 0.9306 Epoch 156/500 326/326 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9317 Epoch 157/500 326/326 [==============================] - 0s 326us/step - loss: 0.1886 - accuracy: 0.9314 Epoch 158/500 326/326 [==============================] - 0s 323us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 159/500 326/326 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 160/500 326/326 [==============================] - 0s 324us/step - loss: 0.1882 - accuracy: 0.9320 Epoch 161/500 326/326 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 162/500 326/326 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 163/500 326/326 [==============================] - 0s 325us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 164/500 326/326 [==============================] - 0s 322us/step - loss: 0.1882 - accuracy: 0.9314 Epoch 165/500 326/326 [==============================] - 0s 323us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 166/500 326/326 [==============================] - 0s 326us/step - loss: 0.1883 - accuracy: 0.9324 Epoch 167/500 326/326 [==============================] - 0s 326us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 168/500 326/326 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9318 Epoch 169/500 326/326 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9315 Epoch 170/500 326/326 [==============================] - 0s 324us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 171/500 326/326 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9323 Epoch 172/500 326/326 [==============================] - 0s 324us/step - loss: 0.1883 - accuracy: 0.9320 Epoch 173/500 326/326 [==============================] - 0s 326us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 174/500 326/326 [==============================] - 0s 325us/step - loss: 0.1882 - accuracy: 0.9326 Epoch 175/500 326/326 [==============================] - 0s 322us/step - loss: 0.1879 - accuracy: 0.9322 Epoch 176/500 326/326 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9318 Epoch 177/500 326/326 [==============================] - 0s 322us/step - loss: 0.1881 - accuracy: 0.9322 Epoch 178/500 326/326 [==============================] - 0s 323us/step - loss: 0.1881 - accuracy: 0.9315 Epoch 179/500 326/326 [==============================] - 0s 325us/step - loss: 0.1880 - accuracy: 0.9326 Epoch 180/500 326/326 [==============================] - 0s 325us/step - loss: 0.1877 - accuracy: 0.9326 Epoch 181/500 326/326 [==============================] - 0s 323us/step - loss: 0.1877 - accuracy: 0.9322 Epoch 182/500 326/326 [==============================] - 0s 324us/step - loss: 0.1878 - accuracy: 0.9334 Epoch 183/500 326/326 [==============================] - 0s 322us/step - loss: 0.1878 - accuracy: 0.9320 Epoch 184/500 326/326 [==============================] - 0s 326us/step - loss: 0.1879 - accuracy: 0.9326 Epoch 185/500 326/326 [==============================] - 0s 327us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 186/500 326/326 [==============================] - 0s 324us/step - loss: 0.1873 - accuracy: 0.9331 Epoch 187/500 326/326 [==============================] - 0s 323us/step - loss: 0.1878 - accuracy: 0.9329 Epoch 188/500 326/326 [==============================] - 0s 327us/step - loss: 0.1875 - accuracy: 0.9329 Epoch 189/500 326/326 [==============================] - 0s 325us/step - loss: 0.1874 - accuracy: 0.9334 Epoch 190/500 326/326 [==============================] - 0s 325us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 191/500 326/326 [==============================] - 0s 325us/step - loss: 0.1875 - accuracy: 0.9324 Epoch 192/500 326/326 [==============================] - 0s 326us/step - loss: 0.1873 - accuracy: 0.9333 Epoch 193/500 326/326 [==============================] - 0s 325us/step - loss: 0.1872 - accuracy: 0.9328 Epoch 194/500 326/326 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9329 Epoch 195/500 326/326 [==============================] - 0s 322us/step - loss: 0.1874 - accuracy: 0.9328 Epoch 196/500 326/326 [==============================] - 0s 325us/step - loss: 0.1871 - accuracy: 0.9336 Epoch 197/500 326/326 [==============================] - 0s 326us/step - loss: 0.1873 - accuracy: 0.9326 Epoch 198/500 326/326 [==============================] - 0s 324us/step - loss: 0.1872 - accuracy: 0.9340 Epoch 199/500 326/326 [==============================] - 0s 323us/step - loss: 0.1873 - accuracy: 0.9336 Epoch 200/500 326/326 [==============================] - 0s 325us/step - loss: 0.1869 - accuracy: 0.9331 Epoch 201/500 326/326 [==============================] - 0s 324us/step - loss: 0.1868 - accuracy: 0.9338 Epoch 202/500 326/326 [==============================] - 0s 324us/step - loss: 0.1870 - accuracy: 0.9324 Epoch 203/500 326/326 [==============================] - 0s 324us/step - loss: 0.1869 - accuracy: 0.9335 Epoch 204/500 326/326 [==============================] - 0s 324us/step - loss: 0.1872 - accuracy: 0.9335 Epoch 205/500 326/326 [==============================] - 0s 324us/step - loss: 0.1871 - accuracy: 0.9335 Epoch 206/500 326/326 [==============================] - 0s 323us/step - loss: 0.1867 - accuracy: 0.9334 Epoch 207/500 326/326 [==============================] - 0s 323us/step - loss: 0.1867 - accuracy: 0.9333 Epoch 208/500 326/326 [==============================] - 0s 324us/step - loss: 0.1870 - accuracy: 0.9336 Epoch 209/500 326/326 [==============================] - 0s 323us/step - loss: 0.1868 - accuracy: 0.9328 Epoch 210/500 326/326 [==============================] - 0s 324us/step - loss: 0.1868 - accuracy: 0.9331 Epoch 211/500 326/326 [==============================] - 0s 323us/step - loss: 0.1866 - accuracy: 0.9341 Epoch 212/500 326/326 [==============================] - 0s 322us/step - loss: 0.1864 - accuracy: 0.9336 Epoch 213/500 326/326 [==============================] - 0s 325us/step - loss: 0.1868 - accuracy: 0.9331 Epoch 214/500 326/326 [==============================] - 0s 323us/step - loss: 0.1867 - accuracy: 0.9345 Epoch 215/500 326/326 [==============================] - 0s 324us/step - loss: 0.1868 - accuracy: 0.9333 Epoch 216/500 326/326 [==============================] - 0s 326us/step - loss: 0.1865 - accuracy: 0.9341 Epoch 217/500 326/326 [==============================] - 0s 325us/step - loss: 0.1865 - accuracy: 0.9330 Epoch 218/500 326/326 [==============================] - 0s 324us/step - loss: 0.1865 - accuracy: 0.9338 Epoch 219/500 326/326 [==============================] - 0s 323us/step - loss: 0.1868 - accuracy: 0.9324 Epoch 220/500 326/326 [==============================] - 0s 321us/step - loss: 0.1865 - accuracy: 0.9335 Epoch 221/500 326/326 [==============================] - 0s 323us/step - loss: 0.1869 - accuracy: 0.9339 Epoch 222/500 326/326 [==============================] - 0s 324us/step - loss: 0.1866 - accuracy: 0.9329 Epoch 223/500 326/326 [==============================] - 0s 326us/step - loss: 0.1869 - accuracy: 0.9334 Epoch 224/500 326/326 [==============================] - 0s 327us/step - loss: 0.1864 - accuracy: 0.9335 Epoch 225/500 326/326 [==============================] - 0s 325us/step - loss: 0.1861 - accuracy: 0.9339 Epoch 226/500 326/326 [==============================] - 0s 325us/step - loss: 0.1864 - accuracy: 0.9331 Epoch 227/500 326/326 [==============================] - 0s 326us/step - loss: 0.1863 - accuracy: 0.9338 Epoch 228/500 326/326 [==============================] - 0s 325us/step - loss: 0.1864 - accuracy: 0.9336 Epoch 229/500 326/326 [==============================] - 0s 323us/step - loss: 0.1865 - accuracy: 0.9328 Epoch 230/500 326/326 [==============================] - 0s 324us/step - loss: 0.1863 - accuracy: 0.9342 Epoch 231/500 326/326 [==============================] - 0s 323us/step - loss: 0.1865 - accuracy: 0.9334 Epoch 232/500 326/326 [==============================] - 0s 325us/step - loss: 0.1862 - accuracy: 0.9333 Epoch 233/500 326/326 [==============================] - 0s 324us/step - loss: 0.1861 - accuracy: 0.9336 Epoch 234/500 326/326 [==============================] - 0s 381us/step - loss: 0.1864 - accuracy: 0.9341 Epoch 235/500 326/326 [==============================] - 0s 330us/step - loss: 0.1860 - accuracy: 0.9338 Epoch 236/500 326/326 [==============================] - 0s 324us/step - loss: 0.1864 - accuracy: 0.9334 Epoch 237/500 326/326 [==============================] - 0s 421us/step - loss: 0.1863 - accuracy: 0.9333 Epoch 238/500 326/326 [==============================] - 0s 328us/step - loss: 0.1861 - accuracy: 0.9341 Epoch 239/500 326/326 [==============================] - 0s 325us/step - loss: 0.1862 - accuracy: 0.9330 Epoch 240/500 326/326 [==============================] - 0s 327us/step - loss: 0.1862 - accuracy: 0.9350 Epoch 241/500 326/326 [==============================] - 0s 325us/step - loss: 0.1863 - accuracy: 0.9339 Epoch 242/500 326/326 [==============================] - 0s 321us/step - loss: 0.1862 - accuracy: 0.9342 Epoch 243/500 326/326 [==============================] - 0s 326us/step - loss: 0.1860 - accuracy: 0.9336 Epoch 244/500 326/326 [==============================] - 0s 321us/step - loss: 0.1864 - accuracy: 0.9334 Epoch 245/500 326/326 [==============================] - 0s 322us/step - loss: 0.1864 - accuracy: 0.9335 Epoch 246/500 326/326 [==============================] - 0s 323us/step - loss: 0.1866 - accuracy: 0.9326 Epoch 247/500 326/326 [==============================] - 0s 325us/step - loss: 0.1860 - accuracy: 0.9338 Epoch 248/500 326/326 [==============================] - 0s 324us/step - loss: 0.1863 - accuracy: 0.9334 Epoch 249/500 326/326 [==============================] - 0s 321us/step - loss: 0.1861 - accuracy: 0.9335 Epoch 250/500 326/326 [==============================] - 0s 325us/step - loss: 0.1861 - accuracy: 0.9344 Epoch 251/500 326/326 [==============================] - 0s 326us/step - loss: 0.1860 - accuracy: 0.9335 Epoch 252/500 326/326 [==============================] - 0s 324us/step - loss: 0.1858 - accuracy: 0.9333 Epoch 253/500 326/326 [==============================] - 0s 324us/step - loss: 0.1861 - accuracy: 0.9340 Epoch 254/500 326/326 [==============================] - 0s 323us/step - loss: 0.1861 - accuracy: 0.9338 Epoch 255/500 326/326 [==============================] - 0s 326us/step - loss: 0.1865 - accuracy: 0.9322 Epoch 256/500 326/326 [==============================] - 0s 327us/step - loss: 0.1856 - accuracy: 0.9344 Epoch 257/500 326/326 [==============================] - 0s 325us/step - loss: 0.1863 - accuracy: 0.9329 Epoch 258/500 326/326 [==============================] - 0s 324us/step - loss: 0.1857 - accuracy: 0.9346 Epoch 259/500 326/326 [==============================] - 0s 326us/step - loss: 0.1863 - accuracy: 0.9324 Epoch 260/500 326/326 [==============================] - 0s 325us/step - loss: 0.1858 - accuracy: 0.9339 Epoch 261/500 326/326 [==============================] - 0s 326us/step - loss: 0.1856 - accuracy: 0.9344 Epoch 262/500 326/326 [==============================] - 0s 324us/step - loss: 0.1858 - accuracy: 0.9345 Epoch 263/500 326/326 [==============================] - 0s 324us/step - loss: 0.1857 - accuracy: 0.9342 Epoch 264/500 326/326 [==============================] - 0s 325us/step - loss: 0.1860 - accuracy: 0.9344 Epoch 265/500 326/326 [==============================] - 0s 322us/step - loss: 0.1857 - accuracy: 0.9336 Epoch 266/500 326/326 [==============================] - 0s 323us/step - loss: 0.1858 - accuracy: 0.9338 Epoch 267/500 326/326 [==============================] - 0s 324us/step - loss: 0.1855 - accuracy: 0.9333 Epoch 268/500 326/326 [==============================] - 0s 326us/step - loss: 0.1859 - accuracy: 0.9341 Epoch 269/500 326/326 [==============================] - 0s 324us/step - loss: 0.1856 - accuracy: 0.9338 Epoch 270/500 326/326 [==============================] - 0s 324us/step - loss: 0.1858 - accuracy: 0.9336 Epoch 271/500 326/326 [==============================] - 0s 323us/step - loss: 0.1859 - accuracy: 0.9334 Epoch 272/500 326/326 [==============================] - 0s 328us/step - loss: 0.1858 - accuracy: 0.9335 Epoch 273/500 326/326 [==============================] - 0s 323us/step - loss: 0.1858 - accuracy: 0.9338 Epoch 274/500 326/326 [==============================] - 0s 323us/step - loss: 0.1855 - accuracy: 0.9339 Epoch 275/500 326/326 [==============================] - 0s 322us/step - loss: 0.1861 - accuracy: 0.9338 Epoch 276/500 326/326 [==============================] - 0s 323us/step - loss: 0.1860 - accuracy: 0.9338 Epoch 277/500 326/326 [==============================] - 0s 325us/step - loss: 0.1860 - accuracy: 0.9347 Epoch 278/500 326/326 [==============================] - 0s 323us/step - loss: 0.1857 - accuracy: 0.9330 Epoch 279/500 326/326 [==============================] - 0s 326us/step - loss: 0.1856 - accuracy: 0.9345 Epoch 280/500 326/326 [==============================] - 0s 326us/step - loss: 0.1857 - accuracy: 0.9339 Epoch 281/500 326/326 [==============================] - 0s 363us/step - loss: 0.1855 - accuracy: 0.9344 Epoch 282/500 326/326 [==============================] - 0s 380us/step - loss: 0.1853 - accuracy: 0.9349 Epoch 283/500 326/326 [==============================] - 0s 377us/step - loss: 0.1855 - accuracy: 0.9346 Epoch 284/500 326/326 [==============================] - 0s 355us/step - loss: 0.1854 - accuracy: 0.9340 Epoch 285/500 326/326 [==============================] - 0s 330us/step - loss: 0.1853 - accuracy: 0.9346 Epoch 286/500 326/326 [==============================] - 0s 326us/step - loss: 0.1854 - accuracy: 0.9344 Epoch 287/500 326/326 [==============================] - 0s 327us/step - loss: 0.1853 - accuracy: 0.9346 Epoch 288/500 326/326 [==============================] - 0s 325us/step - loss: 0.1859 - accuracy: 0.9345 Epoch 289/500 326/326 [==============================] - 0s 326us/step - loss: 0.1854 - accuracy: 0.9347 Epoch 290/500 326/326 [==============================] - 0s 326us/step - loss: 0.1854 - accuracy: 0.9341 Epoch 291/500 326/326 [==============================] - 0s 326us/step - loss: 0.1855 - accuracy: 0.9342 Epoch 292/500 326/326 [==============================] - 0s 325us/step - loss: 0.1852 - accuracy: 0.9339 Epoch 293/500 326/326 [==============================] - 0s 325us/step - loss: 0.1853 - accuracy: 0.9341 Epoch 294/500 326/326 [==============================] - 0s 326us/step - loss: 0.1854 - accuracy: 0.9351 Epoch 295/500 326/326 [==============================] - 0s 324us/step - loss: 0.1854 - accuracy: 0.9342 Epoch 296/500 326/326 [==============================] - 0s 327us/step - loss: 0.1852 - accuracy: 0.9336 Epoch 297/500 326/326 [==============================] - 0s 325us/step - loss: 0.1857 - accuracy: 0.9326 Epoch 298/500 326/326 [==============================] - 0s 323us/step - loss: 0.1850 - accuracy: 0.9347 Epoch 299/500 326/326 [==============================] - 0s 333us/step - loss: 0.1852 - accuracy: 0.9342 Epoch 300/500 326/326 [==============================] - 0s 327us/step - loss: 0.1854 - accuracy: 0.9339 Epoch 301/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9340 Epoch 302/500 326/326 [==============================] - 0s 325us/step - loss: 0.1855 - accuracy: 0.9338 Epoch 303/500 326/326 [==============================] - 0s 325us/step - loss: 0.1852 - accuracy: 0.9342 Epoch 304/500 326/326 [==============================] - 0s 326us/step - loss: 0.1854 - accuracy: 0.9329 Epoch 305/500 326/326 [==============================] - 0s 325us/step - loss: 0.1851 - accuracy: 0.9328 Epoch 306/500 326/326 [==============================] - 0s 325us/step - loss: 0.1853 - accuracy: 0.9339 Epoch 307/500 326/326 [==============================] - 0s 323us/step - loss: 0.1850 - accuracy: 0.9340 Epoch 308/500 326/326 [==============================] - 0s 323us/step - loss: 0.1855 - accuracy: 0.9340 Epoch 309/500 326/326 [==============================] - 0s 324us/step - loss: 0.1853 - accuracy: 0.9351 Epoch 310/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9341 Epoch 311/500 326/326 [==============================] - 0s 326us/step - loss: 0.1856 - accuracy: 0.9340 Epoch 312/500 326/326 [==============================] - 0s 324us/step - loss: 0.1848 - accuracy: 0.9351 Epoch 313/500 326/326 [==============================] - 0s 325us/step - loss: 0.1851 - accuracy: 0.9347 Epoch 314/500 326/326 [==============================] - 0s 323us/step - loss: 0.1853 - accuracy: 0.9346 Epoch 315/500 326/326 [==============================] - 0s 325us/step - loss: 0.1852 - accuracy: 0.9342 Epoch 316/500 326/326 [==============================] - 0s 322us/step - loss: 0.1850 - accuracy: 0.9347 Epoch 317/500 326/326 [==============================] - 0s 323us/step - loss: 0.1850 - accuracy: 0.9335 Epoch 318/500 326/326 [==============================] - 0s 324us/step - loss: 0.1852 - accuracy: 0.9352 Epoch 319/500 326/326 [==============================] - 0s 323us/step - loss: 0.1848 - accuracy: 0.9358 Epoch 320/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9342 Epoch 321/500 326/326 [==============================] - 0s 325us/step - loss: 0.1847 - accuracy: 0.9346 Epoch 322/500 326/326 [==============================] - 0s 322us/step - loss: 0.1849 - accuracy: 0.9344 Epoch 323/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9351 Epoch 324/500 326/326 [==============================] - 0s 323us/step - loss: 0.1849 - accuracy: 0.9350 Epoch 325/500 326/326 [==============================] - 0s 322us/step - loss: 0.1848 - accuracy: 0.9342 Epoch 326/500 326/326 [==============================] - 0s 323us/step - loss: 0.1855 - accuracy: 0.9344 Epoch 327/500 326/326 [==============================] - 0s 323us/step - loss: 0.1851 - accuracy: 0.9347 Epoch 328/500 326/326 [==============================] - 0s 326us/step - loss: 0.1854 - accuracy: 0.9341 Epoch 329/500 326/326 [==============================] - 0s 326us/step - loss: 0.1858 - accuracy: 0.9340 Epoch 330/500 326/326 [==============================] - 0s 326us/step - loss: 0.1853 - accuracy: 0.9333 Epoch 331/500 326/326 [==============================] - 0s 326us/step - loss: 0.1856 - accuracy: 0.9329 Epoch 332/500 326/326 [==============================] - 0s 322us/step - loss: 0.1849 - accuracy: 0.9338 Epoch 333/500 326/326 [==============================] - 0s 327us/step - loss: 0.1850 - accuracy: 0.9344 Epoch 334/500 326/326 [==============================] - 0s 327us/step - loss: 0.1848 - accuracy: 0.9342 Epoch 335/500 326/326 [==============================] - 0s 325us/step - loss: 0.1850 - accuracy: 0.9335 Epoch 336/500 326/326 [==============================] - 0s 324us/step - loss: 0.1855 - accuracy: 0.9346 Epoch 337/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9346 Epoch 338/500 326/326 [==============================] - 0s 325us/step - loss: 0.1851 - accuracy: 0.9346 Epoch 339/500 326/326 [==============================] - 0s 324us/step - loss: 0.1847 - accuracy: 0.9344 Epoch 340/500 326/326 [==============================] - 0s 325us/step - loss: 0.1851 - accuracy: 0.9346 Epoch 341/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9352 Epoch 342/500 326/326 [==============================] - 0s 324us/step - loss: 0.1852 - accuracy: 0.9335 Epoch 343/500 326/326 [==============================] - 0s 326us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 344/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 345/500 326/326 [==============================] - 0s 326us/step - loss: 0.1852 - accuracy: 0.9336 Epoch 346/500 326/326 [==============================] - 0s 327us/step - loss: 0.1852 - accuracy: 0.9344 Epoch 347/500 326/326 [==============================] - 0s 326us/step - loss: 0.1849 - accuracy: 0.9346 Epoch 348/500 326/326 [==============================] - 0s 325us/step - loss: 0.1849 - accuracy: 0.9347 Epoch 349/500 326/326 [==============================] - 0s 324us/step - loss: 0.1851 - accuracy: 0.9349 Epoch 350/500 326/326 [==============================] - 0s 325us/step - loss: 0.1848 - accuracy: 0.9341 Epoch 351/500 326/326 [==============================] - 0s 322us/step - loss: 0.1849 - accuracy: 0.9345 Epoch 352/500 326/326 [==============================] - 0s 322us/step - loss: 0.1848 - accuracy: 0.9350 Epoch 353/500 326/326 [==============================] - 0s 323us/step - loss: 0.1847 - accuracy: 0.9346 Epoch 354/500 326/326 [==============================] - 0s 324us/step - loss: 0.1847 - accuracy: 0.9333 Epoch 355/500 326/326 [==============================] - 0s 324us/step - loss: 0.1846 - accuracy: 0.9342 Epoch 356/500 326/326 [==============================] - 0s 325us/step - loss: 0.1850 - accuracy: 0.9347 Epoch 357/500 326/326 [==============================] - 0s 325us/step - loss: 0.1848 - accuracy: 0.9341 Epoch 358/500 326/326 [==============================] - 0s 322us/step - loss: 0.1853 - accuracy: 0.9340 Epoch 359/500 326/326 [==============================] - 0s 325us/step - loss: 0.1851 - accuracy: 0.9344 Epoch 360/500 326/326 [==============================] - 0s 324us/step - loss: 0.1844 - accuracy: 0.9353 Epoch 361/500 326/326 [==============================] - 0s 325us/step - loss: 0.1853 - accuracy: 0.9341 Epoch 362/500 326/326 [==============================] - 0s 324us/step - loss: 0.1852 - accuracy: 0.9340 Epoch 363/500 326/326 [==============================] - 0s 326us/step - loss: 0.1851 - accuracy: 0.9347 Epoch 364/500 326/326 [==============================] - 0s 323us/step - loss: 0.1850 - accuracy: 0.9352 Epoch 365/500 326/326 [==============================] - 0s 329us/step - loss: 0.1846 - accuracy: 0.9342 Epoch 366/500 326/326 [==============================] - 0s 326us/step - loss: 0.1845 - accuracy: 0.9352 Epoch 367/500 326/326 [==============================] - 0s 323us/step - loss: 0.1848 - accuracy: 0.9342 Epoch 368/500 326/326 [==============================] - 0s 325us/step - loss: 0.1847 - accuracy: 0.9340 Epoch 369/500 326/326 [==============================] - 0s 323us/step - loss: 0.1847 - accuracy: 0.9351 Epoch 370/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9349 Epoch 371/500 326/326 [==============================] - 0s 324us/step - loss: 0.1848 - accuracy: 0.9344 Epoch 372/500 326/326 [==============================] - 0s 327us/step - loss: 0.1849 - accuracy: 0.9340 Epoch 373/500 326/326 [==============================] - 0s 324us/step - loss: 0.1852 - accuracy: 0.9347 Epoch 374/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9340 Epoch 375/500 326/326 [==============================] - 0s 323us/step - loss: 0.1852 - accuracy: 0.9344 Epoch 376/500 326/326 [==============================] - 0s 325us/step - loss: 0.1852 - accuracy: 0.9344 Epoch 377/500 326/326 [==============================] - 0s 322us/step - loss: 0.1848 - accuracy: 0.9347 Epoch 378/500 326/326 [==============================] - 0s 324us/step - loss: 0.1852 - accuracy: 0.9347 Epoch 379/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9338 Epoch 380/500 326/326 [==============================] - 0s 326us/step - loss: 0.1850 - accuracy: 0.9347 Epoch 381/500 326/326 [==============================] - 0s 323us/step - loss: 0.1847 - accuracy: 0.9339 Epoch 382/500 326/326 [==============================] - 0s 323us/step - loss: 0.1851 - accuracy: 0.9346 Epoch 383/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9350 Epoch 384/500 326/326 [==============================] - 0s 326us/step - loss: 0.1852 - accuracy: 0.9346 Epoch 385/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 386/500 326/326 [==============================] - 0s 326us/step - loss: 0.1850 - accuracy: 0.9341 Epoch 387/500 326/326 [==============================] - 0s 323us/step - loss: 0.1848 - accuracy: 0.9338 Epoch 388/500 326/326 [==============================] - 0s 323us/step - loss: 0.1847 - accuracy: 0.9346 Epoch 389/500 326/326 [==============================] - 0s 324us/step - loss: 0.1852 - accuracy: 0.9340 Epoch 390/500 326/326 [==============================] - 0s 324us/step - loss: 0.1848 - accuracy: 0.9345 Epoch 391/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9346 Epoch 392/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9340 Epoch 393/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9349 Epoch 394/500 326/326 [==============================] - 0s 327us/step - loss: 0.1846 - accuracy: 0.9334 Epoch 395/500 326/326 [==============================] - 0s 323us/step - loss: 0.1848 - accuracy: 0.9352 Epoch 396/500 326/326 [==============================] - 0s 323us/step - loss: 0.1851 - accuracy: 0.9351 Epoch 397/500 326/326 [==============================] - 0s 323us/step - loss: 0.1847 - accuracy: 0.9352 Epoch 398/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9342 Epoch 399/500 326/326 [==============================] - 0s 323us/step - loss: 0.1846 - accuracy: 0.9349 Epoch 400/500 326/326 [==============================] - 0s 321us/step - loss: 0.1848 - accuracy: 0.9345 Epoch 401/500 326/326 [==============================] - 0s 322us/step - loss: 0.1843 - accuracy: 0.9347 Epoch 402/500 326/326 [==============================] - 0s 322us/step - loss: 0.1851 - accuracy: 0.9339 Epoch 403/500 326/326 [==============================] - 0s 325us/step - loss: 0.1848 - accuracy: 0.9346 Epoch 404/500 326/326 [==============================] - 0s 368us/step - loss: 0.1849 - accuracy: 0.9338 Epoch 405/500 326/326 [==============================] - 0s 397us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 406/500 326/326 [==============================] - 0s 328us/step - loss: 0.1846 - accuracy: 0.9353 Epoch 407/500 326/326 [==============================] - 0s 335us/step - loss: 0.1848 - accuracy: 0.9346 Epoch 408/500 326/326 [==============================] - 0s 331us/step - loss: 0.1847 - accuracy: 0.9340 Epoch 409/500 326/326 [==============================] - 0s 327us/step - loss: 0.1846 - accuracy: 0.9341 Epoch 410/500 326/326 [==============================] - 0s 324us/step - loss: 0.1847 - accuracy: 0.9336 Epoch 411/500 326/326 [==============================] - 0s 324us/step - loss: 0.1847 - accuracy: 0.9350 Epoch 412/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 413/500 326/326 [==============================] - 0s 322us/step - loss: 0.1848 - accuracy: 0.9347 Epoch 414/500 326/326 [==============================] - 0s 324us/step - loss: 0.1846 - accuracy: 0.9345 Epoch 415/500 326/326 [==============================] - 0s 321us/step - loss: 0.1847 - accuracy: 0.9355 Epoch 416/500 326/326 [==============================] - 0s 324us/step - loss: 0.1844 - accuracy: 0.9353 Epoch 417/500 326/326 [==============================] - 0s 323us/step - loss: 0.1848 - accuracy: 0.9340 Epoch 418/500 326/326 [==============================] - 0s 326us/step - loss: 0.1849 - accuracy: 0.9341 Epoch 419/500 326/326 [==============================] - 0s 325us/step - loss: 0.1843 - accuracy: 0.9350 Epoch 420/500 326/326 [==============================] - 0s 324us/step - loss: 0.1850 - accuracy: 0.9340 Epoch 421/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9338 Epoch 422/500 326/326 [==============================] - 0s 323us/step - loss: 0.1853 - accuracy: 0.9340 Epoch 423/500 326/326 [==============================] - 0s 324us/step - loss: 0.1848 - accuracy: 0.9349 Epoch 424/500 326/326 [==============================] - 0s 323us/step - loss: 0.1851 - accuracy: 0.9342 Epoch 425/500 326/326 [==============================] - 0s 324us/step - loss: 0.1848 - accuracy: 0.9349 Epoch 426/500 326/326 [==============================] - 0s 325us/step - loss: 0.1844 - accuracy: 0.9353 Epoch 427/500 326/326 [==============================] - 0s 323us/step - loss: 0.1847 - accuracy: 0.9336 Epoch 428/500 326/326 [==============================] - 0s 325us/step - loss: 0.1847 - accuracy: 0.9336 Epoch 429/500 326/326 [==============================] - 0s 325us/step - loss: 0.1847 - accuracy: 0.9347 Epoch 430/500 326/326 [==============================] - 0s 360us/step - loss: 0.1850 - accuracy: 0.9345 Epoch 431/500 326/326 [==============================] - 0s 375us/step - loss: 0.1846 - accuracy: 0.9336 Epoch 432/500 326/326 [==============================] - 0s 378us/step - loss: 0.1846 - accuracy: 0.9345 Epoch 433/500 326/326 [==============================] - 0s 366us/step - loss: 0.1846 - accuracy: 0.9339 Epoch 434/500 326/326 [==============================] - 0s 329us/step - loss: 0.1844 - accuracy: 0.9346 Epoch 435/500 326/326 [==============================] - 0s 326us/step - loss: 0.1844 - accuracy: 0.9341 Epoch 436/500 326/326 [==============================] - 0s 324us/step - loss: 0.1843 - accuracy: 0.9350 Epoch 437/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9341 Epoch 438/500 326/326 [==============================] - 0s 325us/step - loss: 0.1843 - accuracy: 0.9339 Epoch 439/500 326/326 [==============================] - 0s 325us/step - loss: 0.1842 - accuracy: 0.9342 Epoch 440/500 326/326 [==============================] - 0s 329us/step - loss: 0.1847 - accuracy: 0.9338 Epoch 441/500 326/326 [==============================] - 0s 325us/step - loss: 0.1850 - accuracy: 0.9344 Epoch 442/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9347 Epoch 443/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9350 Epoch 444/500 326/326 [==============================] - 0s 326us/step - loss: 0.1850 - accuracy: 0.9349 Epoch 445/500 326/326 [==============================] - 0s 323us/step - loss: 0.1841 - accuracy: 0.9333 Epoch 446/500 326/326 [==============================] - 0s 324us/step - loss: 0.1847 - accuracy: 0.9339 Epoch 447/500 326/326 [==============================] - 0s 324us/step - loss: 0.1841 - accuracy: 0.9357 Epoch 448/500 326/326 [==============================] - 0s 331us/step - loss: 0.1845 - accuracy: 0.9341 Epoch 449/500 326/326 [==============================] - 0s 324us/step - loss: 0.1843 - accuracy: 0.9338 Epoch 450/500 326/326 [==============================] - 0s 325us/step - loss: 0.1844 - accuracy: 0.9349 Epoch 451/500 326/326 [==============================] - 0s 324us/step - loss: 0.1845 - accuracy: 0.9346 Epoch 452/500 326/326 [==============================] - 0s 328us/step - loss: 0.1848 - accuracy: 0.9346 Epoch 453/500 326/326 [==============================] - 0s 324us/step - loss: 0.1843 - accuracy: 0.9344 Epoch 454/500 326/326 [==============================] - 0s 327us/step - loss: 0.1842 - accuracy: 0.9341 Epoch 455/500 326/326 [==============================] - 0s 326us/step - loss: 0.1842 - accuracy: 0.9349 Epoch 456/500 326/326 [==============================] - 0s 326us/step - loss: 0.1844 - accuracy: 0.9339 Epoch 457/500 326/326 [==============================] - 0s 327us/step - loss: 0.1841 - accuracy: 0.9345 Epoch 458/500 326/326 [==============================] - 0s 324us/step - loss: 0.1840 - accuracy: 0.9347 Epoch 459/500 326/326 [==============================] - 0s 323us/step - loss: 0.1839 - accuracy: 0.9340 Epoch 460/500 326/326 [==============================] - 0s 325us/step - loss: 0.1841 - accuracy: 0.9345 Epoch 461/500 326/326 [==============================] - 0s 324us/step - loss: 0.1840 - accuracy: 0.9346 Epoch 462/500 326/326 [==============================] - 0s 324us/step - loss: 0.1838 - accuracy: 0.9352 Epoch 463/500 326/326 [==============================] - 0s 324us/step - loss: 0.1838 - accuracy: 0.9350 Epoch 464/500 326/326 [==============================] - 0s 326us/step - loss: 0.1847 - accuracy: 0.9342 Epoch 465/500 326/326 [==============================] - 0s 327us/step - loss: 0.1842 - accuracy: 0.9347 Epoch 466/500 326/326 [==============================] - 0s 324us/step - loss: 0.1843 - accuracy: 0.9340 Epoch 467/500 326/326 [==============================] - 0s 324us/step - loss: 0.1842 - accuracy: 0.9345 Epoch 468/500 326/326 [==============================] - 0s 325us/step - loss: 0.1842 - accuracy: 0.9350 Epoch 469/500 326/326 [==============================] - 0s 325us/step - loss: 0.1840 - accuracy: 0.9339 Epoch 470/500 326/326 [==============================] - 0s 326us/step - loss: 0.1844 - accuracy: 0.9351 Epoch 471/500 326/326 [==============================] - 0s 324us/step - loss: 0.1843 - accuracy: 0.9342 Epoch 472/500 326/326 [==============================] - 0s 323us/step - loss: 0.1846 - accuracy: 0.9344 Epoch 473/500 326/326 [==============================] - 0s 325us/step - loss: 0.1837 - accuracy: 0.9351 Epoch 474/500 326/326 [==============================] - 0s 323us/step - loss: 0.1838 - accuracy: 0.9346 Epoch 475/500 326/326 [==============================] - 0s 323us/step - loss: 0.1840 - accuracy: 0.9336 Epoch 476/500 326/326 [==============================] - 0s 326us/step - loss: 0.1841 - accuracy: 0.9346 Epoch 477/500 326/326 [==============================] - 0s 327us/step - loss: 0.1842 - accuracy: 0.9339 Epoch 478/500 326/326 [==============================] - 0s 324us/step - loss: 0.1836 - accuracy: 0.9352 Epoch 479/500 326/326 [==============================] - 0s 328us/step - loss: 0.1840 - accuracy: 0.9342 Epoch 480/500 326/326 [==============================] - 0s 326us/step - loss: 0.1840 - accuracy: 0.9338 Epoch 481/500 326/326 [==============================] - 0s 323us/step - loss: 0.1842 - accuracy: 0.9346 Epoch 482/500 326/326 [==============================] - 0s 324us/step - loss: 0.1841 - accuracy: 0.9355 Epoch 483/500 326/326 [==============================] - 0s 325us/step - loss: 0.1847 - accuracy: 0.9344 Epoch 484/500 326/326 [==============================] - 0s 323us/step - loss: 0.1842 - accuracy: 0.9349 Epoch 485/500 326/326 [==============================] - 0s 325us/step - loss: 0.1842 - accuracy: 0.9345 Epoch 486/500 326/326 [==============================] - 0s 325us/step - loss: 0.1840 - accuracy: 0.9349 Epoch 487/500 326/326 [==============================] - 0s 323us/step - loss: 0.1837 - accuracy: 0.9349 Epoch 488/500 326/326 [==============================] - 0s 323us/step - loss: 0.1840 - accuracy: 0.9341 Epoch 489/500 326/326 [==============================] - 0s 323us/step - loss: 0.1846 - accuracy: 0.9336 Epoch 490/500 326/326 [==============================] - 0s 325us/step - loss: 0.1851 - accuracy: 0.9341 Epoch 491/500 326/326 [==============================] - 0s 322us/step - loss: 0.1847 - accuracy: 0.9350 Epoch 492/500 326/326 [==============================] - 0s 325us/step - loss: 0.1845 - accuracy: 0.9350 Epoch 493/500 326/326 [==============================] - 0s 326us/step - loss: 0.1843 - accuracy: 0.9342 Epoch 494/500 326/326 [==============================] - 0s 323us/step - loss: 0.1846 - accuracy: 0.9340 Epoch 495/500 326/326 [==============================] - 0s 331us/step - loss: 0.1847 - accuracy: 0.9340 Epoch 496/500 326/326 [==============================] - 0s 325us/step - loss: 0.1849 - accuracy: 0.9353 Epoch 497/500 326/326 [==============================] - 0s 324us/step - loss: 0.1849 - accuracy: 0.9336 Epoch 498/500 326/326 [==============================] - 0s 327us/step - loss: 0.1847 - accuracy: 0.9356 Epoch 499/500 326/326 [==============================] - 0s 324us/step - loss: 0.1845 - accuracy: 0.9349 Epoch 500/500 326/326 [==============================] - 0s 321us/step - loss: 0.1846 - accuracy: 0.9341 29/29 [==============================] - 0s 307us/step Epoch 1/500 326/326 [==============================] - 0s 372us/step - loss: 0.4139 - accuracy: 0.9307 Epoch 2/500 326/326 [==============================] - 0s 331us/step - loss: 0.2043 - accuracy: 0.9307 Epoch 3/500 326/326 [==============================] - 0s 331us/step - loss: 0.1987 - accuracy: 0.9307 Epoch 4/500 326/326 [==============================] - 0s 326us/step - loss: 0.1967 - accuracy: 0.9307 Epoch 5/500 326/326 [==============================] - 0s 327us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 6/500 326/326 [==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9307 Epoch 7/500 326/326 [==============================] - 0s 324us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 8/500 326/326 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 9/500 326/326 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 10/500 326/326 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 11/500 326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 12/500 326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 13/500 326/326 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 14/500 326/326 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 15/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 16/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 17/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 18/500 326/326 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 19/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 20/500 326/326 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 21/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 22/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 23/500 326/326 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 24/500 326/326 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 25/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 26/500 326/326 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 27/500 326/326 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 28/500 326/326 [==============================] - 0s 327us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 29/500 326/326 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 30/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 31/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 32/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 33/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 34/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 35/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 36/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 37/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 38/500 326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 39/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 40/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 41/500 326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 42/500 326/326 [==============================] - 0s 325us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 43/500 326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 44/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 45/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 46/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 47/500 326/326 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 48/500 326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 49/500 326/326 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 50/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 51/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 52/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 53/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 54/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 55/500 326/326 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 56/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 57/500 326/326 [==============================] - 0s 384us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 58/500 326/326 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 59/500 326/326 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 60/500 326/326 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 61/500 326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 62/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 63/500 326/326 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 64/500 326/326 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 65/500 326/326 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 66/500 326/326 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 67/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 68/500 326/326 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 69/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 70/500 326/326 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 71/500 326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 72/500 326/326 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 73/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 74/500 326/326 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 75/500 326/326 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 76/500 326/326 [==============================] - 0s 387us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 77/500 326/326 [==============================] - 0s 384us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 78/500 326/326 [==============================] - 0s 385us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 79/500 326/326 [==============================] - 0s 360us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 80/500 326/326 [==============================] - 0s 340us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 81/500 326/326 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9303 Epoch 82/500 326/326 [==============================] - 0s 409us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 83/500 326/326 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 84/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 85/500 326/326 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 86/500 326/326 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 87/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 88/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 89/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 90/500 326/326 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 91/500 326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 92/500 326/326 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 93/500 326/326 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 94/500 326/326 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 95/500 326/326 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 96/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 97/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 98/500 326/326 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 99/500 326/326 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 100/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 101/500 326/326 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 102/500 326/326 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 103/500 326/326 [==============================] - 0s 329us/step - loss: 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[==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 114/500 326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 115/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 116/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 117/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 118/500 326/326 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 119/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 120/500 326/326 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 121/500 326/326 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 122/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 123/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 124/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 125/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 126/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 127/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 128/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 129/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 130/500 326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 131/500 326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 132/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 133/500 326/326 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 134/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 135/500 326/326 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 136/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 137/500 326/326 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 138/500 326/326 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 139/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 140/500 326/326 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 141/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 142/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 143/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 144/500 326/326 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 145/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 146/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 147/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 148/500 326/326 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 149/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 150/500 326/326 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 151/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 152/500 326/326 [==============================] - 0s 323us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 153/500 326/326 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9302 Epoch 154/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 155/500 326/326 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 156/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 157/500 326/326 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 158/500 326/326 [==============================] - 0s 324us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 159/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 160/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 161/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 162/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 163/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 164/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 165/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 166/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 167/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 168/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 169/500 326/326 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 170/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 171/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 172/500 326/326 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 173/500 326/326 [==============================] - 0s 335us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 174/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 175/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 176/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 177/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 178/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 179/500 326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 180/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 181/500 326/326 [==============================] - 0s 347us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 182/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 183/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 184/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 185/500 326/326 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 186/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 187/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 188/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 189/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 190/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 191/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9305 Epoch 192/500 326/326 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 193/500 326/326 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 194/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 195/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 196/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 197/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 198/500 326/326 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 199/500 326/326 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 200/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 201/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 202/500 326/326 [==============================] - 0s 326us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 203/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 204/500 326/326 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 205/500 326/326 [==============================] - 0s 325us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 206/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 207/500 326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 208/500 326/326 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 209/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 210/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 211/500 326/326 [==============================] - 0s 325us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 212/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 213/500 326/326 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 214/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 215/500 326/326 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 216/500 326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 217/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 218/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 219/500 326/326 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 220/500 326/326 [==============================] - 0s 326us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 221/500 326/326 [==============================] - 0s 325us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 222/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 223/500 326/326 [==============================] - 0s 366us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 224/500 326/326 [==============================] - 0s 385us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 225/500 326/326 [==============================] - 0s 389us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 226/500 326/326 [==============================] - 0s 378us/step - loss: 0.1892 - accuracy: 0.9302 Epoch 227/500 326/326 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 228/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 229/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 230/500 326/326 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 231/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 232/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 233/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 234/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 235/500 326/326 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 236/500 326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 237/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 238/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 239/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 240/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 241/500 326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 242/500 326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 243/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 244/500 326/326 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 245/500 326/326 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 246/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 247/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9304 Epoch 248/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 249/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 250/500 326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 251/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 252/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 253/500 326/326 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 254/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9303 Epoch 255/500 326/326 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 256/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 257/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9304 Epoch 258/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 259/500 326/326 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9305 Epoch 260/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 261/500 326/326 [==============================] - 0s 325us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 262/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 263/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9302 Epoch 264/500 326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 265/500 326/326 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 266/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 267/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9304 Epoch 268/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 269/500 326/326 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 270/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 271/500 326/326 [==============================] - 0s 326us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 272/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 273/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 274/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 275/500 326/326 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 276/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 277/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 278/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 279/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 280/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9303 Epoch 281/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 282/500 326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 283/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 284/500 326/326 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 285/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9301 Epoch 286/500 326/326 [==============================] - 0s 325us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 287/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 288/500 326/326 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 289/500 326/326 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 290/500 326/326 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 291/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9299 Epoch 292/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 293/500 326/326 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 294/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 295/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9303 Epoch 296/500 326/326 [==============================] - 0s 325us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 297/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 298/500 326/326 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 299/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 300/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9303 Epoch 301/500 326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9303 Epoch 302/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9301 Epoch 303/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 304/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 305/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9305 Epoch 306/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 307/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 308/500 326/326 [==============================] - 0s 324us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 309/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 310/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9302 Epoch 311/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 312/500 326/326 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 313/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 314/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 315/500 326/326 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 316/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9305 Epoch 317/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9305 Epoch 318/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 319/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 320/500 326/326 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9303 Epoch 321/500 326/326 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 322/500 326/326 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 323/500 326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 324/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 325/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 326/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 327/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 328/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9303 Epoch 329/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 330/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9304 Epoch 331/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 332/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 333/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9305 Epoch 334/500 326/326 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 335/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 336/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 337/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9303 Epoch 338/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9302 Epoch 339/500 326/326 [==============================] - 0s 326us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 340/500 326/326 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9303 Epoch 341/500 326/326 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 342/500 326/326 [==============================] - 0s 326us/step - loss: 0.1890 - accuracy: 0.9305 Epoch 343/500 326/326 [==============================] - 0s 326us/step - loss: 0.1889 - accuracy: 0.9304 Epoch 344/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 345/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 346/500 326/326 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9301 Epoch 347/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9302 Epoch 348/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 349/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9304 Epoch 350/500 326/326 [==============================] - 0s 325us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 351/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 352/500 326/326 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 353/500 326/326 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9305 Epoch 354/500 326/326 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 355/500 326/326 [==============================] - 0s 325us/step - loss: 0.1892 - accuracy: 0.9299 Epoch 356/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 357/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 358/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 359/500 326/326 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 360/500 326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9304 Epoch 361/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 362/500 326/326 [==============================] - 0s 325us/step - loss: 0.1891 - accuracy: 0.9304 Epoch 363/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 364/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 365/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 366/500 326/326 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 367/500 326/326 [==============================] - 0s 326us/step - loss: 0.1889 - accuracy: 0.9302 Epoch 368/500 326/326 [==============================] - 0s 324us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 369/500 326/326 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 370/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 371/500 326/326 [==============================] - 0s 385us/step - loss: 0.1884 - accuracy: 0.9296 Epoch 372/500 326/326 [==============================] - 0s 394us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 373/500 326/326 [==============================] - 0s 394us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 374/500 326/326 [==============================] - 0s 353us/step - loss: 0.1890 - accuracy: 0.9305 Epoch 375/500 326/326 [==============================] - 0s 335us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 376/500 326/326 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 377/500 326/326 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 378/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 379/500 326/326 [==============================] - 0s 392us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 380/500 326/326 [==============================] - 0s 335us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 381/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9303 Epoch 382/500 326/326 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 383/500 326/326 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 384/500 326/326 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9305 Epoch 385/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 386/500 326/326 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 387/500 326/326 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 388/500 326/326 [==============================] - 0s 340us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 389/500 326/326 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 390/500 326/326 [==============================] - 0s 325us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 391/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 392/500 326/326 [==============================] - 0s 324us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 393/500 326/326 [==============================] - 0s 325us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 394/500 326/326 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 395/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 396/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 397/500 326/326 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 398/500 326/326 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9303 Epoch 399/500 326/326 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9319 Epoch 400/500 326/326 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 401/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9304 Epoch 402/500 326/326 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 403/500 326/326 [==============================] - 0s 338us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 404/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 405/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9301 Epoch 406/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 407/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9305 Epoch 408/500 326/326 [==============================] - 0s 324us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 409/500 326/326 [==============================] - 0s 324us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 410/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9304 Epoch 411/500 326/326 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9317 Epoch 412/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9303 Epoch 413/500 326/326 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 414/500 326/326 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 415/500 326/326 [==============================] - 0s 326us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 416/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 417/500 326/326 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 418/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 419/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 420/500 326/326 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 421/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 422/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 423/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 424/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 425/500 326/326 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 426/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 427/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 428/500 326/326 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 429/500 326/326 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 430/500 326/326 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 431/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 432/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 433/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 434/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 435/500 326/326 [==============================] - 0s 324us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 436/500 326/326 [==============================] - 0s 326us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 437/500 326/326 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 438/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 439/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 440/500 326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9305 Epoch 441/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 442/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 443/500 326/326 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 444/500 326/326 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 445/500 326/326 [==============================] - 0s 325us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 446/500 326/326 [==============================] - 0s 326us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 447/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 448/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 449/500 326/326 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9305 Epoch 450/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 451/500 326/326 [==============================] - 0s 325us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 452/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 453/500 326/326 [==============================] - 0s 334us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 454/500 326/326 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9317 Epoch 455/500 326/326 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 456/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 457/500 326/326 [==============================] - 0s 332us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 458/500 326/326 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 459/500 326/326 [==============================] - 0s 344us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 460/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 461/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 462/500 326/326 [==============================] - 0s 327us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 463/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 464/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 465/500 326/326 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 466/500 326/326 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 467/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 468/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 469/500 326/326 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 470/500 326/326 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9304 Epoch 471/500 326/326 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 472/500 326/326 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 473/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 474/500 326/326 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 475/500 326/326 [==============================] - 0s 395us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 476/500 326/326 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 477/500 326/326 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 478/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 479/500 326/326 [==============================] - 0s 326us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 480/500 326/326 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 481/500 326/326 [==============================] - 0s 324us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 482/500 326/326 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 483/500 326/326 [==============================] - 0s 325us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 484/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 485/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9304 Epoch 486/500 326/326 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 487/500 326/326 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 488/500 326/326 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 489/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 490/500 326/326 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 491/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 492/500 326/326 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 493/500 326/326 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 494/500 326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9305 Epoch 495/500 326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 496/500 326/326 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 497/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9303 Epoch 498/500 326/326 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 499/500 326/326 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 500/500 326/326 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9314 29/29 [==============================] - 0s 298us/step Epoch 1/500 326/326 [==============================] - 0s 364us/step - loss: 0.4447 - accuracy: 0.9282 Epoch 2/500 326/326 [==============================] - 0s 324us/step - loss: 0.2097 - accuracy: 0.9301 Epoch 3/500 326/326 [==============================] - 0s 324us/step - loss: 0.2032 - accuracy: 0.9301 Epoch 4/500 326/326 [==============================] - 0s 327us/step - loss: 0.2007 - accuracy: 0.9301 Epoch 5/500 326/326 [==============================] - 0s 323us/step - loss: 0.1992 - accuracy: 0.9301 Epoch 6/500 326/326 [==============================] - 0s 332us/step - loss: 0.1982 - accuracy: 0.9301 Epoch 7/500 326/326 [==============================] - 0s 327us/step - loss: 0.1976 - accuracy: 0.9301 Epoch 8/500 326/326 [==============================] - 0s 320us/step - loss: 0.1972 - accuracy: 0.9301 Epoch 9/500 326/326 [==============================] - 0s 325us/step - loss: 0.1968 - accuracy: 0.9301 Epoch 10/500 326/326 [==============================] - 0s 327us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 11/500 326/326 [==============================] - 0s 323us/step - loss: 0.1961 - accuracy: 0.9301 Epoch 12/500 326/326 [==============================] - 0s 324us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 13/500 326/326 [==============================] - 0s 326us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 14/500 326/326 [==============================] - 0s 324us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 15/500 326/326 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 16/500 326/326 [==============================] - 0s 401us/step - loss: 0.1945 - accuracy: 0.9301 Epoch 17/500 326/326 [==============================] - 0s 388us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 18/500 326/326 [==============================] - 0s 400us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 19/500 326/326 [==============================] - 0s 329us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 20/500 326/326 [==============================] - 0s 326us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 21/500 326/326 [==============================] - 0s 325us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 22/500 326/326 [==============================] - 0s 325us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 23/500 326/326 [==============================] - 0s 325us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 24/500 326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 25/500 326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 26/500 326/326 [==============================] - 0s 326us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 27/500 326/326 [==============================] - 0s 323us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 28/500 326/326 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 29/500 326/326 [==============================] - 0s 325us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 30/500 326/326 [==============================] - 0s 326us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 31/500 326/326 [==============================] - 0s 324us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 32/500 326/326 [==============================] - 0s 324us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 33/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 34/500 326/326 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 35/500 326/326 [==============================] - 0s 324us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 36/500 326/326 [==============================] - 0s 322us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 37/500 326/326 [==============================] - 0s 324us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 38/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9298 Epoch 39/500 326/326 [==============================] - 0s 322us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 40/500 326/326 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 41/500 326/326 [==============================] - 0s 324us/step - loss: 0.1925 - accuracy: 0.9299 Epoch 42/500 326/326 [==============================] - 0s 322us/step - loss: 0.1928 - accuracy: 0.9299 Epoch 43/500 326/326 [==============================] - 0s 325us/step - loss: 0.1926 - accuracy: 0.9298 Epoch 44/500 326/326 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 45/500 326/326 [==============================] - 0s 323us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 46/500 326/326 [==============================] - 0s 323us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 47/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 48/500 326/326 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 49/500 326/326 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 50/500 326/326 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 51/500 326/326 [==============================] - 0s 322us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 52/500 326/326 [==============================] - 0s 324us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 53/500 326/326 [==============================] - 0s 323us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 54/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 55/500 326/326 [==============================] - 0s 324us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 56/500 326/326 [==============================] - 0s 323us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 57/500 326/326 [==============================] - 0s 325us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 58/500 326/326 [==============================] - 0s 325us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 59/500 326/326 [==============================] - 0s 325us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 60/500 326/326 [==============================] - 0s 323us/step - loss: 0.1921 - accuracy: 0.9303 Epoch 61/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 62/500 326/326 [==============================] - 0s 326us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 63/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 64/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 65/500 326/326 [==============================] - 0s 322us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 66/500 326/326 [==============================] - 0s 326us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 67/500 326/326 [==============================] - 0s 323us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 68/500 326/326 [==============================] - 0s 327us/step - loss: 0.1922 - accuracy: 0.9294 Epoch 69/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 70/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9302 Epoch 71/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 72/500 326/326 [==============================] - 0s 326us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 73/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9299 Epoch 74/500 326/326 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 75/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 76/500 326/326 [==============================] - 0s 323us/step - loss: 0.1921 - accuracy: 0.9302 Epoch 77/500 326/326 [==============================] - 0s 321us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 78/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 79/500 326/326 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 80/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 81/500 326/326 [==============================] - 0s 324us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 82/500 326/326 [==============================] - 0s 322us/step - loss: 0.1917 - accuracy: 0.9302 Epoch 83/500 326/326 [==============================] - 0s 322us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 84/500 326/326 [==============================] - 0s 323us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 85/500 326/326 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 86/500 326/326 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 87/500 326/326 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 88/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 89/500 326/326 [==============================] - 0s 324us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 90/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 91/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 92/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 93/500 326/326 [==============================] - 0s 325us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 94/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 95/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 96/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 97/500 326/326 [==============================] - 0s 323us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 98/500 326/326 [==============================] - 0s 323us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 99/500 326/326 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 100/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 101/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 102/500 326/326 [==============================] - 0s 323us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 103/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 104/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 105/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9302 Epoch 106/500 326/326 [==============================] - 0s 324us/step - loss: 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[==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9303 Epoch 117/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 118/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 119/500 326/326 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 120/500 326/326 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 121/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 122/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 123/500 326/326 [==============================] - 0s 323us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 124/500 326/326 [==============================] - 0s 321us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 125/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 126/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 127/500 326/326 [==============================] - 0s 320us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 128/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 129/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 130/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 131/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 132/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 133/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 134/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9303 Epoch 135/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 136/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 137/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 138/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 139/500 326/326 [==============================] - 0s 321us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 140/500 326/326 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 141/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 142/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 143/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 144/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 145/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 146/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 147/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 148/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 149/500 326/326 [==============================] - 0s 322us/step - loss: 0.1918 - accuracy: 0.9297 Epoch 150/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 151/500 326/326 [==============================] - 0s 320us/step - loss: 0.1918 - accuracy: 0.9302 Epoch 152/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 153/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 154/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 155/500 326/326 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 156/500 326/326 [==============================] - 0s 319us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 157/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 158/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 159/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 160/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 161/500 326/326 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 162/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 163/500 326/326 [==============================] - 0s 322us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 164/500 326/326 [==============================] - 0s 320us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 165/500 326/326 [==============================] - 0s 374us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 166/500 326/326 [==============================] - 0s 385us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 167/500 326/326 [==============================] - 0s 396us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 168/500 326/326 [==============================] - 0s 360us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 169/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 170/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 171/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 172/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 173/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 174/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 175/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 176/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 177/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 178/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 179/500 326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 180/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 181/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 182/500 326/326 [==============================] - 0s 322us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 183/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 184/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 185/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 186/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 187/500 326/326 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 188/500 326/326 [==============================] - 0s 322us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 189/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 190/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 191/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 192/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 193/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 194/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 195/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 196/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 197/500 326/326 [==============================] - 0s 322us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 198/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 199/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 200/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 201/500 326/326 [==============================] - 0s 321us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 202/500 326/326 [==============================] - 0s 385us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 203/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 204/500 326/326 [==============================] - 0s 325us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 205/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 206/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 207/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 208/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 209/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 210/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 211/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 212/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 213/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 214/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 215/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 216/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 217/500 326/326 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 218/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 219/500 326/326 [==============================] - 0s 322us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 220/500 326/326 [==============================] - 0s 322us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 221/500 326/326 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 222/500 326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 223/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 224/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 225/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 226/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 227/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 228/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9303 Epoch 229/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 230/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 231/500 326/326 [==============================] - 0s 322us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 232/500 326/326 [==============================] - 0s 323us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 233/500 326/326 [==============================] - 0s 319us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 234/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 235/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 236/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 237/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 238/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 239/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 240/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 241/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9298 Epoch 242/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 243/500 326/326 [==============================] - 0s 321us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 244/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 245/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 246/500 326/326 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 247/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 248/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 249/500 326/326 [==============================] - 0s 321us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 250/500 326/326 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 251/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 252/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 253/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 254/500 326/326 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 255/500 326/326 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 256/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 257/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 258/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 259/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 260/500 326/326 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 261/500 326/326 [==============================] - 0s 323us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 262/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 263/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 264/500 326/326 [==============================] - 0s 323us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 265/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 266/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 267/500 326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 268/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 269/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 270/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 271/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 272/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 273/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 274/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 275/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 276/500 326/326 [==============================] - 0s 322us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 277/500 326/326 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 278/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 279/500 326/326 [==============================] - 0s 320us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 280/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 281/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 282/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 283/500 326/326 [==============================] - 0s 320us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 284/500 326/326 [==============================] - 0s 322us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 285/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 286/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 287/500 326/326 [==============================] - 0s 324us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 288/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 289/500 326/326 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 290/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 291/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 292/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 293/500 326/326 [==============================] - 0s 322us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 294/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 295/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 296/500 326/326 [==============================] - 0s 321us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 297/500 326/326 [==============================] - 0s 324us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 298/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 299/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 300/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 301/500 326/326 [==============================] - 0s 319us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 302/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 303/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 304/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 305/500 326/326 [==============================] - 0s 323us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 306/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 307/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 308/500 326/326 [==============================] - 0s 323us/step - loss: 0.1912 - accuracy: 0.9299 Epoch 309/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 310/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 311/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 312/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 313/500 326/326 [==============================] - 0s 321us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 314/500 326/326 [==============================] - 0s 350us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 315/500 326/326 [==============================] - 0s 396us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 316/500 326/326 [==============================] - 0s 397us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 317/500 326/326 [==============================] - 0s 388us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 318/500 326/326 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 319/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 320/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 321/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 322/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 323/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 324/500 326/326 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 325/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 326/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 327/500 326/326 [==============================] - 0s 323us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 328/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 329/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 330/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9298 Epoch 331/500 326/326 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9299 Epoch 332/500 326/326 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 333/500 326/326 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 334/500 326/326 [==============================] - 0s 323us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 335/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 336/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 337/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 338/500 326/326 [==============================] - 0s 323us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 339/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 340/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 341/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 342/500 326/326 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 343/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 344/500 326/326 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 345/500 326/326 [==============================] - 0s 324us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 346/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 347/500 326/326 [==============================] - 0s 322us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 348/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 349/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 350/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 351/500 326/326 [==============================] - 0s 321us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 352/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 353/500 326/326 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 354/500 326/326 [==============================] - 0s 321us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 355/500 326/326 [==============================] - 0s 322us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 356/500 326/326 [==============================] - 0s 321us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 357/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 358/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 359/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 360/500 326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 361/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 362/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 363/500 326/326 [==============================] - 0s 323us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 364/500 326/326 [==============================] - 0s 320us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 365/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 366/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 367/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9297 Epoch 368/500 326/326 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 369/500 326/326 [==============================] - 0s 321us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 370/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 371/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 372/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 373/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 374/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 375/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 376/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 377/500 326/326 [==============================] - 0s 323us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 378/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 379/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 380/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 381/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 382/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 383/500 326/326 [==============================] - 0s 324us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 384/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 385/500 326/326 [==============================] - 0s 323us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 386/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 387/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 388/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 389/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 390/500 326/326 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 391/500 326/326 [==============================] - 0s 322us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 392/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 393/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 394/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 395/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 396/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9297 Epoch 397/500 326/326 [==============================] - 0s 325us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 398/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 399/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 400/500 326/326 [==============================] - 0s 322us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 401/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 402/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 403/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 404/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 405/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 406/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 407/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 408/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 409/500 326/326 [==============================] - 0s 323us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 410/500 326/326 [==============================] - 0s 325us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 411/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 412/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 413/500 326/326 [==============================] - 0s 323us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 414/500 326/326 [==============================] - 0s 323us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 415/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 416/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 417/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 418/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 419/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 420/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 421/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 422/500 326/326 [==============================] - 0s 322us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 423/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 424/500 326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 425/500 326/326 [==============================] - 0s 322us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 426/500 326/326 [==============================] - 0s 322us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 427/500 326/326 [==============================] - 0s 323us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 428/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 429/500 326/326 [==============================] - 0s 323us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 430/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 431/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 432/500 326/326 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 433/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 434/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 435/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 436/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 437/500 326/326 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 438/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 439/500 326/326 [==============================] - 0s 324us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 440/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 441/500 326/326 [==============================] - 0s 322us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 442/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 443/500 326/326 [==============================] - 0s 323us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 444/500 326/326 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 445/500 326/326 [==============================] - 0s 324us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 446/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 447/500 326/326 [==============================] - 0s 321us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 448/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 449/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 450/500 326/326 [==============================] - 0s 324us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 451/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 452/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 453/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 454/500 326/326 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 455/500 326/326 [==============================] - 0s 323us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 456/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 457/500 326/326 [==============================] - 0s 322us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 458/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 459/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 460/500 326/326 [==============================] - 0s 322us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 461/500 326/326 [==============================] - 0s 324us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 462/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 463/500 326/326 [==============================] - 0s 324us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 464/500 326/326 [==============================] - 0s 384us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 465/500 326/326 [==============================] - 0s 385us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 466/500 326/326 [==============================] - 0s 376us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 467/500 326/326 [==============================] - 0s 351us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 468/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 469/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 470/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 471/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 472/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 473/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 474/500 326/326 [==============================] - 0s 324us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 475/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 476/500 326/326 [==============================] - 0s 322us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 477/500 326/326 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 478/500 326/326 [==============================] - 0s 323us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 479/500 326/326 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 480/500 326/326 [==============================] - 0s 325us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 481/500 326/326 [==============================] - 0s 323us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 482/500 326/326 [==============================] - 0s 323us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 483/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 484/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 485/500 326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 486/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9302 Epoch 487/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 488/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 489/500 326/326 [==============================] - 0s 324us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 490/500 326/326 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 491/500 326/326 [==============================] - 0s 323us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 492/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 493/500 326/326 [==============================] - 0s 322us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 494/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 495/500 326/326 [==============================] - 0s 322us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 496/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 497/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 498/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 499/500 326/326 [==============================] - 0s 325us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 500/500 326/326 [==============================] - 0s 324us/step - loss: 0.1913 - accuracy: 0.9309 29/29 [==============================] - 0s 321us/step Epoch 1/500 326/326 [==============================] - 0s 367us/step - loss: 0.5405 - accuracy: 0.9289 Epoch 2/500 326/326 [==============================] - 0s 331us/step - loss: 0.2388 - accuracy: 0.9310 Epoch 3/500 326/326 [==============================] - 0s 327us/step - loss: 0.2042 - accuracy: 0.9310 Epoch 4/500 326/326 [==============================] - 0s 327us/step - loss: 0.2008 - accuracy: 0.9310 Epoch 5/500 326/326 [==============================] - 0s 330us/step - loss: 0.1993 - accuracy: 0.9310 Epoch 6/500 326/326 [==============================] - 0s 327us/step - loss: 0.1982 - accuracy: 0.9310 Epoch 7/500 326/326 [==============================] - 0s 324us/step - loss: 0.1976 - accuracy: 0.9310 Epoch 8/500 326/326 [==============================] - 0s 328us/step - loss: 0.1970 - accuracy: 0.9310 Epoch 9/500 326/326 [==============================] - 0s 328us/step - loss: 0.1967 - accuracy: 0.9310 Epoch 10/500 326/326 [==============================] - 0s 327us/step - loss: 0.1962 - accuracy: 0.9310 Epoch 11/500 326/326 [==============================] - 0s 328us/step - loss: 0.1958 - accuracy: 0.9310 Epoch 12/500 326/326 [==============================] - 0s 329us/step - loss: 0.1955 - accuracy: 0.9310 Epoch 13/500 326/326 [==============================] - 0s 337us/step - loss: 0.1953 - accuracy: 0.9310 Epoch 14/500 326/326 [==============================] - 0s 326us/step - loss: 0.1952 - accuracy: 0.9310 Epoch 15/500 326/326 [==============================] - 0s 329us/step - loss: 0.1948 - accuracy: 0.9310 Epoch 16/500 326/326 [==============================] - 0s 328us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 17/500 326/326 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9310 Epoch 18/500 326/326 [==============================] - 0s 327us/step - loss: 0.1945 - accuracy: 0.9310 Epoch 19/500 326/326 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9310 Epoch 20/500 326/326 [==============================] - 0s 327us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 21/500 326/326 [==============================] - 0s 328us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 22/500 326/326 [==============================] - 0s 326us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 23/500 326/326 [==============================] - 0s 325us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 24/500 326/326 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 25/500 326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 26/500 326/326 [==============================] - 0s 387us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 27/500 326/326 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 28/500 326/326 [==============================] - 0s 327us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 29/500 326/326 [==============================] - 0s 324us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 30/500 326/326 [==============================] - 0s 396us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 31/500 326/326 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 32/500 326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 33/500 326/326 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 34/500 326/326 [==============================] - 0s 324us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 35/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 36/500 326/326 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 37/500 326/326 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 38/500 326/326 [==============================] - 0s 326us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 39/500 326/326 [==============================] - 0s 326us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 40/500 326/326 [==============================] - 0s 324us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 41/500 326/326 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 42/500 326/326 [==============================] - 0s 326us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 43/500 326/326 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 44/500 326/326 [==============================] - 0s 323us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 45/500 326/326 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 46/500 326/326 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 47/500 326/326 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 48/500 326/326 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 49/500 326/326 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 50/500 326/326 [==============================] - 0s 325us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 51/500 326/326 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 52/500 326/326 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 53/500 326/326 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 54/500 326/326 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 55/500 326/326 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 56/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 57/500 326/326 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 58/500 326/326 [==============================] - 0s 327us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 59/500 326/326 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 60/500 326/326 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 61/500 326/326 [==============================] - 0s 324us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 62/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 63/500 326/326 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 64/500 326/326 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 65/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 66/500 326/326 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 67/500 326/326 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 68/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 69/500 326/326 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 70/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 71/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 72/500 326/326 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 73/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 74/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 75/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 76/500 326/326 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 77/500 326/326 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 78/500 326/326 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 79/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 80/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9318 Epoch 81/500 326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 82/500 326/326 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 83/500 326/326 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 84/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 85/500 326/326 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 86/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 87/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 88/500 326/326 [==============================] - 0s 324us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 89/500 326/326 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 90/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 91/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 92/500 326/326 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 93/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9318 Epoch 94/500 326/326 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 95/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 96/500 326/326 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 97/500 326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 98/500 326/326 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 99/500 326/326 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 100/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 101/500 326/326 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 102/500 326/326 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 103/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 104/500 326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 105/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 106/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 107/500 326/326 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 108/500 326/326 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 109/500 326/326 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 110/500 326/326 [==============================] - 0s 372us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 111/500 326/326 [==============================] - 0s 397us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 112/500 326/326 [==============================] - 0s 394us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 113/500 326/326 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 114/500 326/326 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 115/500 326/326 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 116/500 326/326 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 117/500 326/326 [==============================] - 0s 365us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 118/500 326/326 [==============================] - 0s 401us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 119/500 326/326 [==============================] - 0s 391us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 120/500 326/326 [==============================] - 0s 361us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 121/500 326/326 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 122/500 326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 123/500 326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 124/500 326/326 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 125/500 326/326 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 126/500 326/326 [==============================] - 0s 343us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 127/500 326/326 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 128/500 326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 129/500 326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 130/500 326/326 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 131/500 326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 132/500 326/326 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 133/500 326/326 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 134/500 326/326 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 135/500 326/326 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 136/500 326/326 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 137/500 326/326 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 138/500 326/326 [==============================] - 0s 324us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 139/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 140/500 326/326 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 141/500 326/326 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 142/500 326/326 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 143/500 326/326 [==============================] - 0s 325us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 144/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 145/500 326/326 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9319 Epoch 146/500 326/326 [==============================] - 0s 325us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 147/500 326/326 [==============================] - 0s 325us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 148/500 326/326 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9321 Epoch 149/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 150/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 151/500 326/326 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9326 Epoch 152/500 326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9323 Epoch 153/500 326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9324 Epoch 154/500 326/326 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 155/500 326/326 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 156/500 326/326 [==============================] - 0s 325us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 157/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 158/500 326/326 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 159/500 326/326 [==============================] - 0s 326us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 160/500 326/326 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9323 Epoch 161/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 162/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 163/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 164/500 326/326 [==============================] - 0s 346us/step - loss: 0.1892 - accuracy: 0.9324 Epoch 165/500 326/326 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 166/500 326/326 [==============================] - 0s 344us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 167/500 326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 168/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9325 Epoch 169/500 326/326 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9323 Epoch 170/500 326/326 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9323 Epoch 171/500 326/326 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9333 Epoch 172/500 326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9325 Epoch 173/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9325 Epoch 174/500 326/326 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 175/500 326/326 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9319 Epoch 176/500 326/326 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9325 Epoch 177/500 326/326 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 178/500 326/326 [==============================] - 966s 3s/step - loss: 0.1891 - accuracy: 0.9323 Epoch 179/500 326/326 [==============================] - 0s 407us/step - loss: 0.1892 - accuracy: 0.9324 Epoch 180/500 326/326 [==============================] - 0s 396us/step - loss: 0.1891 - accuracy: 0.9326 Epoch 181/500 326/326 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 182/500 326/326 [==============================] - 0s 341us/step - loss: 0.1890 - accuracy: 0.9323 Epoch 183/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9328 Epoch 184/500 326/326 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9323 Epoch 185/500 326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 186/500 326/326 [==============================] - 0s 325us/step - loss: 0.1890 - accuracy: 0.9325 Epoch 187/500 326/326 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9326 Epoch 188/500 326/326 [==============================] - 0s 325us/step - loss: 0.1890 - accuracy: 0.9324 Epoch 189/500 326/326 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 190/500 326/326 [==============================] - 0s 324us/step - loss: 0.1891 - accuracy: 0.9331 Epoch 191/500 326/326 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9319 Epoch 192/500 326/326 [==============================] - 0s 325us/step - loss: 0.1891 - accuracy: 0.9330 Epoch 193/500 326/326 [==============================] - 0s 405us/step - loss: 0.1892 - accuracy: 0.9328 Epoch 194/500 326/326 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9325 Epoch 195/500 326/326 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 196/500 326/326 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9329 Epoch 197/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9328 Epoch 198/500 326/326 [==============================] - 0s 324us/step - loss: 0.1889 - accuracy: 0.9324 Epoch 199/500 326/326 [==============================] - 0s 325us/step - loss: 0.1888 - accuracy: 0.9321 Epoch 200/500 326/326 [==============================] - 0s 337us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 201/500 326/326 [==============================] - 0s 320us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 202/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9321 Epoch 203/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 204/500 326/326 [==============================] - 0s 324us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 205/500 326/326 [==============================] - 0s 326us/step - loss: 0.1890 - accuracy: 0.9320 Epoch 206/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9324 Epoch 207/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9321 Epoch 208/500 326/326 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9325 Epoch 209/500 326/326 [==============================] - 0s 326us/step - loss: 0.1886 - accuracy: 0.9326 Epoch 210/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9324 Epoch 211/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9326 Epoch 212/500 326/326 [==============================] - 0s 325us/step - loss: 0.1887 - accuracy: 0.9323 Epoch 213/500 326/326 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9323 Epoch 214/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9325 Epoch 215/500 326/326 [==============================] - 0s 326us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 216/500 326/326 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9319 Epoch 217/500 326/326 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 218/500 326/326 [==============================] - 0s 343us/step - loss: 0.1890 - accuracy: 0.9320 Epoch 219/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 220/500 326/326 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 221/500 326/326 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 222/500 326/326 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 223/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 224/500 326/326 [==============================] - 222s 683ms/step - loss: 0.1888 - accuracy: 0.9317 Epoch 225/500 326/326 [==============================] - 0s 369us/step - loss: 0.1887 - accuracy: 0.9319 Epoch 226/500 326/326 [==============================] - 0s 395us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 227/500 326/326 [==============================] - 0s 337us/step - loss: 0.1889 - accuracy: 0.9319 Epoch 228/500 326/326 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 229/500 326/326 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 230/500 326/326 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9323 Epoch 231/500 326/326 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 232/500 326/326 [==============================] - 0s 342us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 233/500 326/326 [==============================] - 0s 337us/step - loss: 0.1889 - accuracy: 0.9323 Epoch 234/500 326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 235/500 326/326 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 236/500 326/326 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 237/500 326/326 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9323 Epoch 238/500 326/326 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9320 Epoch 239/500 326/326 [==============================] - 0s 326us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 240/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 241/500 326/326 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 242/500 326/326 [==============================] - 0s 325us/step - loss: 0.1888 - accuracy: 0.9323 Epoch 243/500 326/326 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9326 Epoch 244/500 326/326 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 245/500 326/326 [==============================] - 0s 380us/step - loss: 0.1888 - accuracy: 0.9323 Epoch 246/500 326/326 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9321 Epoch 247/500 326/326 [==============================] - 0s 327us/step - loss: 0.1885 - accuracy: 0.9319 Epoch 248/500 326/326 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 249/500 326/326 [==============================] - 0s 349us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 250/500 326/326 [==============================] - 0s 395us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 251/500 326/326 [==============================] - 0s 390us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 252/500 326/326 [==============================] - 0s 385us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 253/500 326/326 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 254/500 326/326 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9326 Epoch 255/500 326/326 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9325 Epoch 256/500 326/326 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9333 Epoch 257/500 326/326 [==============================] - 0s 326us/step - loss: 0.1884 - accuracy: 0.9333 Epoch 258/500 326/326 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9323 Epoch 259/500 326/326 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 260/500 326/326 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9326 Epoch 261/500 326/326 [==============================] - 0s 323us/step - loss: 0.1887 - accuracy: 0.9331 Epoch 262/500 326/326 [==============================] - 0s 325us/step - loss: 0.1884 - accuracy: 0.9334 Epoch 263/500 326/326 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9325 Epoch 264/500 326/326 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9323 Epoch 265/500 326/326 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9324 Epoch 266/500 326/326 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9328 Epoch 267/500 326/326 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9329 Epoch 268/500 326/326 [==============================] - 0s 325us/step - loss: 0.1881 - accuracy: 0.9330 Epoch 269/500 326/326 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9328 Epoch 270/500 326/326 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9330 Epoch 271/500 326/326 [==============================] - 0s 323us/step - loss: 0.1883 - accuracy: 0.9328 Epoch 272/500 326/326 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9325 Epoch 273/500 326/326 [==============================] - 0s 333us/step - loss: 0.1881 - accuracy: 0.9339 Epoch 274/500 326/326 [==============================] - 0s 338us/step - loss: 0.1882 - accuracy: 0.9335 Epoch 275/500 326/326 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9330 Epoch 276/500 326/326 [==============================] - 0s 380us/step - loss: 0.1882 - accuracy: 0.9328 Epoch 277/500 326/326 [==============================] - 0s 336us/step - loss: 0.1881 - accuracy: 0.9334 Epoch 278/500 326/326 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9339 Epoch 279/500 326/326 [==============================] - 0s 326us/step - loss: 0.1882 - accuracy: 0.9329 Epoch 280/500 326/326 [==============================] - 0s 328us/step - loss: 0.1880 - accuracy: 0.9334 Epoch 281/500 326/326 [==============================] - 0s 326us/step - loss: 0.1882 - accuracy: 0.9336 Epoch 282/500 326/326 [==============================] - 0s 324us/step - loss: 0.1880 - accuracy: 0.9333 Epoch 283/500 326/326 [==============================] - 0s 326us/step - loss: 0.1880 - accuracy: 0.9336 Epoch 284/500 326/326 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9335 Epoch 285/500 326/326 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9340 Epoch 286/500 326/326 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9341 Epoch 287/500 326/326 [==============================] - 0s 324us/step - loss: 0.1880 - accuracy: 0.9340 Epoch 288/500 326/326 [==============================] - 716s 2s/step - loss: 0.1878 - accuracy: 0.9339 Epoch 289/500 326/326 [==============================] - 0s 519us/step - loss: 0.1880 - accuracy: 0.9342 Epoch 290/500 326/326 [==============================] - 0s 417us/step - loss: 0.1881 - accuracy: 0.9334 Epoch 291/500 326/326 [==============================] - 0s 415us/step - loss: 0.1879 - accuracy: 0.9337 Epoch 292/500 326/326 [==============================] - 0s 382us/step - loss: 0.1881 - accuracy: 0.9337 Epoch 293/500 326/326 [==============================] - 0s 339us/step - loss: 0.1881 - accuracy: 0.9335 Epoch 294/500 326/326 [==============================] - 0s 336us/step - loss: 0.1877 - accuracy: 0.9336 Epoch 295/500 326/326 [==============================] - 0s 333us/step - loss: 0.1881 - accuracy: 0.9333 Epoch 296/500 326/326 [==============================] - 0s 339us/step - loss: 0.1876 - accuracy: 0.9337 Epoch 297/500 326/326 [==============================] - 0s 343us/step - loss: 0.1878 - accuracy: 0.9341 Epoch 298/500 326/326 [==============================] - 0s 341us/step - loss: 0.1882 - accuracy: 0.9340 Epoch 299/500 326/326 [==============================] - 0s 334us/step - loss: 0.1878 - accuracy: 0.9340 Epoch 300/500 326/326 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9339 Epoch 301/500 326/326 [==============================] - 0s 334us/step - loss: 0.1881 - accuracy: 0.9341 Epoch 302/500 326/326 [==============================] - 0s 334us/step - loss: 0.1875 - accuracy: 0.9334 Epoch 303/500 326/326 [==============================] - 0s 330us/step - loss: 0.1880 - accuracy: 0.9342 Epoch 304/500 326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9339 Epoch 305/500 326/326 [==============================] - 0s 332us/step - loss: 0.1880 - accuracy: 0.9334 Epoch 306/500 326/326 [==============================] - 0s 331us/step - loss: 0.1879 - accuracy: 0.9339 Epoch 307/500 326/326 [==============================] - 0s 331us/step - loss: 0.1879 - accuracy: 0.9339 Epoch 308/500 326/326 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9340 Epoch 309/500 326/326 [==============================] - 0s 333us/step - loss: 0.1878 - accuracy: 0.9334 Epoch 310/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9336 Epoch 311/500 326/326 [==============================] - 0s 329us/step - loss: 0.1880 - accuracy: 0.9333 Epoch 312/500 326/326 [==============================] - 0s 327us/step - loss: 0.1877 - accuracy: 0.9348 Epoch 313/500 326/326 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9337 Epoch 314/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9346 Epoch 315/500 326/326 [==============================] - 0s 328us/step - loss: 0.1878 - accuracy: 0.9337 Epoch 316/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9339 Epoch 317/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9336 Epoch 318/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9335 Epoch 319/500 326/326 [==============================] - 0s 332us/step - loss: 0.1875 - accuracy: 0.9334 Epoch 320/500 326/326 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9337 Epoch 321/500 326/326 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9337 Epoch 322/500 326/326 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9335 Epoch 323/500 326/326 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9342 Epoch 324/500 326/326 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9335 Epoch 325/500 326/326 [==============================] - 0s 365us/step - loss: 0.1874 - accuracy: 0.9341 Epoch 326/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9346 Epoch 327/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9341 Epoch 328/500 326/326 [==============================] - 0s 333us/step - loss: 0.1875 - accuracy: 0.9330 Epoch 329/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9341 Epoch 330/500 326/326 [==============================] - 0s 325us/step - loss: 0.1872 - accuracy: 0.9326 Epoch 331/500 326/326 [==============================] - 0s 331us/step - loss: 0.1874 - accuracy: 0.9345 Epoch 332/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9340 Epoch 333/500 326/326 [==============================] - 0s 326us/step - loss: 0.1876 - accuracy: 0.9340 Epoch 334/500 326/326 [==============================] - 0s 336us/step - loss: 0.1877 - accuracy: 0.9337 Epoch 335/500 326/326 [==============================] - 0s 334us/step - loss: 0.1877 - accuracy: 0.9333 Epoch 336/500 326/326 [==============================] - 0s 333us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 337/500 326/326 [==============================] - 0s 349us/step - loss: 0.1877 - accuracy: 0.9345 Epoch 338/500 326/326 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9342 Epoch 339/500 326/326 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9334 Epoch 340/500 326/326 [==============================] - 0s 331us/step - loss: 0.1873 - accuracy: 0.9337 Epoch 341/500 326/326 [==============================] - 0s 329us/step - loss: 0.1874 - accuracy: 0.9342 Epoch 342/500 326/326 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9340 Epoch 343/500 326/326 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9347 Epoch 344/500 326/326 [==============================] - 0s 335us/step - loss: 0.1874 - accuracy: 0.9340 Epoch 345/500 326/326 [==============================] - 0s 334us/step - loss: 0.1874 - accuracy: 0.9342 Epoch 346/500 326/326 [==============================] - 0s 327us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 347/500 326/326 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9346 Epoch 348/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 349/500 326/326 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9339 Epoch 350/500 326/326 [==============================] - 0s 328us/step - loss: 0.1871 - accuracy: 0.9337 Epoch 351/500 326/326 [==============================] - 0s 334us/step - loss: 0.1877 - accuracy: 0.9337 Epoch 352/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9340 Epoch 353/500 326/326 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9340 Epoch 354/500 326/326 [==============================] - 0s 334us/step - loss: 0.1875 - accuracy: 0.9342 Epoch 355/500 326/326 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9347 Epoch 356/500 326/326 [==============================] - 0s 332us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 357/500 326/326 [==============================] - 0s 331us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 358/500 326/326 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9345 Epoch 359/500 326/326 [==============================] - 0s 332us/step - loss: 0.1873 - accuracy: 0.9339 Epoch 360/500 326/326 [==============================] - 0s 333us/step - loss: 0.1878 - accuracy: 0.9341 Epoch 361/500 326/326 [==============================] - 0s 331us/step - loss: 0.1874 - accuracy: 0.9346 Epoch 362/500 326/326 [==============================] - 0s 334us/step - loss: 0.1877 - accuracy: 0.9345 Epoch 363/500 326/326 [==============================] - 0s 334us/step - loss: 0.1870 - accuracy: 0.9335 Epoch 364/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9339 Epoch 365/500 326/326 [==============================] - 0s 332us/step - loss: 0.1873 - accuracy: 0.9341 Epoch 366/500 326/326 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 367/500 326/326 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9345 Epoch 368/500 326/326 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9340 Epoch 369/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9341 Epoch 370/500 326/326 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9347 Epoch 371/500 326/326 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9341 Epoch 372/500 326/326 [==============================] - 0s 326us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 373/500 326/326 [==============================] - 0s 326us/step - loss: 0.1874 - accuracy: 0.9345 Epoch 374/500 326/326 [==============================] - 0s 329us/step - loss: 0.1874 - accuracy: 0.9342 Epoch 375/500 326/326 [==============================] - 0s 326us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 376/500 326/326 [==============================] - 0s 331us/step - loss: 0.1873 - accuracy: 0.9340 Epoch 377/500 326/326 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9340 Epoch 378/500 326/326 [==============================] - 0s 336us/step - loss: 0.1875 - accuracy: 0.9347 Epoch 379/500 326/326 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9346 Epoch 380/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9339 Epoch 381/500 326/326 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 382/500 326/326 [==============================] - 0s 331us/step - loss: 0.1874 - accuracy: 0.9345 Epoch 383/500 326/326 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9345 Epoch 384/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9344 Epoch 385/500 326/326 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9351 Epoch 386/500 326/326 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9348 Epoch 387/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9342 Epoch 388/500 326/326 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9346 Epoch 389/500 326/326 [==============================] - 0s 329us/step - loss: 0.1874 - accuracy: 0.9337 Epoch 390/500 326/326 [==============================] - 0s 354us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 391/500 326/326 [==============================] - 0s 331us/step - loss: 0.1873 - accuracy: 0.9346 Epoch 392/500 326/326 [==============================] - 0s 337us/step - loss: 0.1873 - accuracy: 0.9342 Epoch 393/500 326/326 [==============================] - 0s 346us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 394/500 326/326 [==============================] - 0s 339us/step - loss: 0.1875 - accuracy: 0.9346 Epoch 395/500 326/326 [==============================] - 0s 347us/step - loss: 0.1874 - accuracy: 0.9340 Epoch 396/500 326/326 [==============================] - 0s 370us/step - loss: 0.1875 - accuracy: 0.9346 Epoch 397/500 326/326 [==============================] - 0s 360us/step - loss: 0.1874 - accuracy: 0.9342 Epoch 398/500 326/326 [==============================] - 0s 334us/step - loss: 0.1877 - accuracy: 0.9335 Epoch 399/500 326/326 [==============================] - 0s 333us/step - loss: 0.1874 - accuracy: 0.9350 Epoch 400/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9345 Epoch 401/500 326/326 [==============================] - 0s 340us/step - loss: 0.1874 - accuracy: 0.9345 Epoch 402/500 326/326 [==============================] - 0s 335us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 403/500 326/326 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9346 Epoch 404/500 326/326 [==============================] - 0s 348us/step - loss: 0.1873 - accuracy: 0.9345 Epoch 405/500 326/326 [==============================] - 0s 430us/step - loss: 0.1876 - accuracy: 0.9345 Epoch 406/500 326/326 [==============================] - 0s 376us/step - loss: 0.1876 - accuracy: 0.9345 Epoch 407/500 326/326 [==============================] - 0s 343us/step - loss: 0.1866 - accuracy: 0.9346 Epoch 408/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9347 Epoch 409/500 326/326 [==============================] - 0s 333us/step - loss: 0.1873 - accuracy: 0.9342 Epoch 410/500 326/326 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9341 Epoch 411/500 326/326 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9344 Epoch 412/500 326/326 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9344 Epoch 413/500 326/326 [==============================] - 0s 327us/step - loss: 0.1875 - accuracy: 0.9347 Epoch 414/500 326/326 [==============================] - 0s 332us/step - loss: 0.1878 - accuracy: 0.9350 Epoch 415/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9350 Epoch 416/500 326/326 [==============================] - 0s 329us/step - loss: 0.1873 - accuracy: 0.9345 Epoch 417/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9348 Epoch 418/500 326/326 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 419/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9344 Epoch 420/500 326/326 [==============================] - 0s 335us/step - loss: 0.1878 - accuracy: 0.9342 Epoch 421/500 326/326 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9346 Epoch 422/500 326/326 [==============================] - 0s 330us/step - loss: 0.1879 - accuracy: 0.9339 Epoch 423/500 326/326 [==============================] - 0s 330us/step - loss: 0.1877 - accuracy: 0.9350 Epoch 424/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9340 Epoch 425/500 326/326 [==============================] - 0s 335us/step - loss: 0.1875 - accuracy: 0.9340 Epoch 426/500 326/326 [==============================] - 0s 331us/step - loss: 0.1875 - accuracy: 0.9345 Epoch 427/500 326/326 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9336 Epoch 428/500 326/326 [==============================] - 0s 335us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 429/500 326/326 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9342 Epoch 430/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9342 Epoch 431/500 326/326 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9346 Epoch 432/500 326/326 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9348 Epoch 433/500 326/326 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9345 Epoch 434/500 326/326 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9340 Epoch 435/500 326/326 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9345 Epoch 436/500 326/326 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9345 Epoch 437/500 326/326 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 438/500 326/326 [==============================] - 0s 333us/step - loss: 0.1880 - accuracy: 0.9345 Epoch 439/500 326/326 [==============================] - 0s 332us/step - loss: 0.1872 - accuracy: 0.9340 Epoch 440/500 326/326 [==============================] - 0s 328us/step - loss: 0.1878 - accuracy: 0.9344 Epoch 441/500 326/326 [==============================] - 0s 334us/step - loss: 0.1877 - accuracy: 0.9336 Epoch 442/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9347 Epoch 443/500 326/326 [==============================] - 0s 331us/step - loss: 0.1879 - accuracy: 0.9342 Epoch 444/500 326/326 [==============================] - 0s 334us/step - loss: 0.1876 - accuracy: 0.9342 Epoch 445/500 326/326 [==============================] - 0s 327us/step - loss: 0.1875 - accuracy: 0.9350 Epoch 446/500 326/326 [==============================] - 0s 336us/step - loss: 0.1875 - accuracy: 0.9347 Epoch 447/500 326/326 [==============================] - 0s 333us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 448/500 326/326 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9351 Epoch 449/500 326/326 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9346 Epoch 450/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9340 Epoch 451/500 326/326 [==============================] - 0s 331us/step - loss: 0.1875 - accuracy: 0.9348 Epoch 452/500 326/326 [==============================] - 0s 333us/step - loss: 0.1877 - accuracy: 0.9341 Epoch 453/500 326/326 [==============================] - 0s 333us/step - loss: 0.1875 - accuracy: 0.9350 Epoch 454/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9348 Epoch 455/500 326/326 [==============================] - 0s 334us/step - loss: 0.1875 - accuracy: 0.9344 Epoch 456/500 326/326 [==============================] - 0s 335us/step - loss: 0.1875 - accuracy: 0.9347 Epoch 457/500 326/326 [==============================] - 0s 327us/step - loss: 0.1874 - accuracy: 0.9347 Epoch 458/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9346 Epoch 459/500 326/326 [==============================] - 0s 332us/step - loss: 0.1871 - accuracy: 0.9353 Epoch 460/500 326/326 [==============================] - 0s 333us/step - loss: 0.1880 - accuracy: 0.9347 Epoch 461/500 326/326 [==============================] - 0s 333us/step - loss: 0.1873 - accuracy: 0.9351 Epoch 462/500 326/326 [==============================] - 0s 331us/step - loss: 0.1874 - accuracy: 0.9348 Epoch 463/500 326/326 [==============================] - 0s 330us/step - loss: 0.1871 - accuracy: 0.9351 Epoch 464/500 326/326 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9348 Epoch 465/500 326/326 [==============================] - 0s 337us/step - loss: 0.1876 - accuracy: 0.9342 Epoch 466/500 326/326 [==============================] - 0s 333us/step - loss: 0.1877 - accuracy: 0.9351 Epoch 467/500 326/326 [==============================] - 0s 333us/step - loss: 0.1878 - accuracy: 0.9342 Epoch 468/500 326/326 [==============================] - 0s 333us/step - loss: 0.1875 - accuracy: 0.9350 Epoch 469/500 326/326 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9344 Epoch 470/500 326/326 [==============================] - 0s 329us/step - loss: 0.1871 - accuracy: 0.9345 Epoch 471/500 326/326 [==============================] - 0s 333us/step - loss: 0.1873 - accuracy: 0.9347 Epoch 472/500 326/326 [==============================] - 0s 333us/step - loss: 0.1878 - accuracy: 0.9342 Epoch 473/500 326/326 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9346 Epoch 474/500 326/326 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9345 Epoch 475/500 326/326 [==============================] - 0s 330us/step - loss: 0.1877 - accuracy: 0.9345 Epoch 476/500 326/326 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9347 Epoch 477/500 326/326 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9351 Epoch 478/500 326/326 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9340 Epoch 479/500 326/326 [==============================] - 0s 326us/step - loss: 0.1879 - accuracy: 0.9340 Epoch 480/500 326/326 [==============================] - 0s 327us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 481/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9348 Epoch 482/500 326/326 [==============================] - 0s 330us/step - loss: 0.1879 - accuracy: 0.9345 Epoch 483/500 326/326 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9345 Epoch 484/500 326/326 [==============================] - 0s 332us/step - loss: 0.1873 - accuracy: 0.9348 Epoch 485/500 326/326 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9341 Epoch 486/500 326/326 [==============================] - 0s 334us/step - loss: 0.1876 - accuracy: 0.9342 Epoch 487/500 326/326 [==============================] - 0s 334us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 488/500 326/326 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9344 Epoch 489/500 326/326 [==============================] - 0s 332us/step - loss: 0.1875 - accuracy: 0.9341 Epoch 490/500 326/326 [==============================] - 0s 326us/step - loss: 0.1873 - accuracy: 0.9344 Epoch 491/500 326/326 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9348 Epoch 492/500 326/326 [==============================] - 0s 329us/step - loss: 0.1872 - accuracy: 0.9347 Epoch 493/500 326/326 [==============================] - 0s 333us/step - loss: 0.1878 - accuracy: 0.9352 Epoch 494/500 326/326 [==============================] - 0s 331us/step - loss: 0.1875 - accuracy: 0.9348 Epoch 495/500 326/326 [==============================] - 0s 335us/step - loss: 0.1878 - accuracy: 0.9342 Epoch 496/500 326/326 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9342 Epoch 497/500 326/326 [==============================] - 0s 334us/step - loss: 0.1876 - accuracy: 0.9352 Epoch 498/500 326/326 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9345 Epoch 499/500 326/326 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9351 Epoch 500/500 326/326 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9346 29/29 [==============================] - 0s 308us/step Epoch 1/500 326/326 [==============================] - 0s 375us/step - loss: 0.4196 - accuracy: 0.9291 Epoch 2/500 326/326 [==============================] - 0s 337us/step - loss: 0.2109 - accuracy: 0.9291 Epoch 3/500 326/326 [==============================] - 0s 333us/step - loss: 0.2042 - accuracy: 0.9291 Epoch 4/500 326/326 [==============================] - 0s 332us/step - loss: 0.2022 - accuracy: 0.9291 Epoch 5/500 326/326 [==============================] - 0s 333us/step - loss: 0.2012 - accuracy: 0.9291 Epoch 6/500 326/326 [==============================] - 0s 333us/step - loss: 0.2003 - accuracy: 0.9291 Epoch 7/500 326/326 [==============================] - 0s 331us/step - loss: 0.1996 - accuracy: 0.9291 Epoch 8/500 326/326 [==============================] - 0s 331us/step - loss: 0.1991 - accuracy: 0.9291 Epoch 9/500 326/326 [==============================] - 0s 333us/step - loss: 0.1988 - accuracy: 0.9291 Epoch 10/500 326/326 [==============================] - 0s 331us/step - loss: 0.1984 - accuracy: 0.9291 Epoch 11/500 326/326 [==============================] - 0s 330us/step - loss: 0.1985 - accuracy: 0.9291 Epoch 12/500 326/326 [==============================] - 0s 335us/step - loss: 0.1983 - accuracy: 0.9291 Epoch 13/500 326/326 [==============================] - 0s 332us/step - loss: 0.1979 - accuracy: 0.9291 Epoch 14/500 326/326 [==============================] - 0s 337us/step - loss: 0.1980 - accuracy: 0.9291 Epoch 15/500 326/326 [==============================] - 0s 333us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 16/500 326/326 [==============================] - 0s 332us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 17/500 326/326 [==============================] - 0s 331us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 18/500 326/326 [==============================] - 0s 334us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 19/500 326/326 [==============================] - 0s 330us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 20/500 326/326 [==============================] - 0s 333us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 21/500 326/326 [==============================] - 0s 331us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 22/500 326/326 [==============================] - 0s 331us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 23/500 326/326 [==============================] - 0s 334us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 24/500 326/326 [==============================] - 0s 330us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 25/500 326/326 [==============================] - 0s 330us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 26/500 326/326 [==============================] - 0s 337us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 27/500 326/326 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 28/500 326/326 [==============================] - 0s 327us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 29/500 326/326 [==============================] - 0s 332us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 30/500 326/326 [==============================] - 0s 328us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 31/500 326/326 [==============================] - 0s 327us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 32/500 326/326 [==============================] - 0s 328us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 33/500 326/326 [==============================] - 0s 327us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 34/500 326/326 [==============================] - 0s 331us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 35/500 326/326 [==============================] - 0s 327us/step - loss: 0.1964 - accuracy: 0.9292 Epoch 36/500 326/326 [==============================] - 0s 349us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 37/500 326/326 [==============================] - 0s 345us/step - loss: 0.1965 - accuracy: 0.9289 Epoch 38/500 326/326 [==============================] - 0s 345us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 39/500 326/326 [==============================] - 0s 373us/step - loss: 0.1965 - accuracy: 0.9296 Epoch 40/500 326/326 [==============================] - 0s 383us/step - loss: 0.1961 - accuracy: 0.9298 Epoch 41/500 326/326 [==============================] - 0s 334us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 42/500 326/326 [==============================] - 0s 331us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 43/500 326/326 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 44/500 326/326 [==============================] - 0s 331us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 45/500 326/326 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 46/500 326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9297 Epoch 47/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 48/500 326/326 [==============================] - 0s 327us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 49/500 326/326 [==============================] - 0s 330us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 50/500 326/326 [==============================] - 0s 327us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 51/500 326/326 [==============================] - 0s 332us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 52/500 326/326 [==============================] - 0s 328us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 53/500 326/326 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 54/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 55/500 326/326 [==============================] - 0s 331us/step - loss: 0.1964 - accuracy: 0.9301 Epoch 56/500 326/326 [==============================] - 0s 327us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 57/500 326/326 [==============================] - 0s 326us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 58/500 326/326 [==============================] - 0s 327us/step - loss: 0.1964 - accuracy: 0.9297 Epoch 59/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9297 Epoch 60/500 326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9298 Epoch 61/500 326/326 [==============================] - 0s 325us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 62/500 326/326 [==============================] - 0s 328us/step - loss: 0.1963 - accuracy: 0.9298 Epoch 63/500 326/326 [==============================] - 0s 348us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 64/500 326/326 [==============================] - 0s 365us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 65/500 326/326 [==============================] - 0s 332us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 66/500 326/326 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 67/500 326/326 [==============================] - 0s 329us/step - loss: 0.1960 - accuracy: 0.9298 Epoch 68/500 326/326 [==============================] - 0s 329us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 69/500 326/326 [==============================] - 0s 336us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 70/500 326/326 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9297 Epoch 71/500 326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 72/500 326/326 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9297 Epoch 73/500 326/326 [==============================] - 0s 365us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 74/500 326/326 [==============================] - 0s 334us/step - loss: 0.1962 - accuracy: 0.9293 Epoch 75/500 326/326 [==============================] - 0s 331us/step - loss: 0.1963 - accuracy: 0.9297 Epoch 76/500 326/326 [==============================] - 0s 328us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 77/500 326/326 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 78/500 326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9292 Epoch 79/500 326/326 [==============================] - 0s 327us/step - loss: 0.1965 - accuracy: 0.9299 Epoch 80/500 326/326 [==============================] - 0s 328us/step - loss: 0.1961 - accuracy: 0.9297 Epoch 81/500 326/326 [==============================] - 0s 329us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 82/500 326/326 [==============================] - 0s 329us/step - loss: 0.1962 - accuracy: 0.9292 Epoch 83/500 326/326 [==============================] - 0s 329us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 84/500 326/326 [==============================] - 0s 364us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 85/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9297 Epoch 86/500 326/326 [==============================] - 0s 336us/step - loss: 0.1967 - accuracy: 0.9296 Epoch 87/500 326/326 [==============================] - 0s 344us/step - loss: 0.1957 - accuracy: 0.9298 Epoch 88/500 326/326 [==============================] - 0s 377us/step - loss: 0.1964 - accuracy: 0.9298 Epoch 89/500 326/326 [==============================] - 0s 386us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 90/500 326/326 [==============================] - 0s 512us/step - loss: 0.1962 - accuracy: 0.9288 Epoch 91/500 326/326 [==============================] - 0s 343us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 92/500 326/326 [==============================] - 0s 335us/step - loss: 0.1961 - accuracy: 0.9298 Epoch 93/500 326/326 [==============================] - 0s 346us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 94/500 326/326 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 95/500 326/326 [==============================] - 0s 331us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 96/500 326/326 [==============================] - 0s 329us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 97/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 98/500 326/326 [==============================] - 0s 352us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 99/500 326/326 [==============================] - 0s 380us/step - loss: 0.1960 - accuracy: 0.9293 Epoch 100/500 326/326 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 101/500 326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9292 Epoch 102/500 326/326 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9289 Epoch 103/500 326/326 [==============================] - 0s 331us/step - loss: 0.1959 - accuracy: 0.9289 Epoch 104/500 326/326 [==============================] - 0s 328us/step - loss: 0.1964 - accuracy: 0.9288 Epoch 105/500 326/326 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 106/500 326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 107/500 326/326 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9288 Epoch 108/500 326/326 [==============================] - 0s 327us/step - loss: 0.1960 - accuracy: 0.9302 Epoch 109/500 326/326 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 110/500 326/326 [==============================] - 0s 328us/step - loss: 0.1961 - accuracy: 0.9288 Epoch 111/500 326/326 [==============================] - 0s 328us/step - loss: 0.1963 - accuracy: 0.9288 Epoch 112/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 113/500 326/326 [==============================] - 0s 328us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 114/500 326/326 [==============================] - 0s 327us/step - loss: 0.1962 - accuracy: 0.9289 Epoch 115/500 326/326 [==============================] - 0s 327us/step - loss: 0.1962 - accuracy: 0.9298 Epoch 116/500 326/326 [==============================] - 0s 392us/step - loss: 0.1961 - accuracy: 0.9297 Epoch 117/500 326/326 [==============================] - 0s 343us/step - loss: 0.1958 - accuracy: 0.9301 Epoch 118/500 326/326 [==============================] - 0s 349us/step - loss: 0.1962 - accuracy: 0.9301 Epoch 119/500 326/326 [==============================] - 0s 332us/step - loss: 0.1962 - accuracy: 0.9302 Epoch 120/500 326/326 [==============================] - 0s 337us/step - loss: 0.1959 - accuracy: 0.9299 Epoch 121/500 326/326 [==============================] - 0s 335us/step - loss: 0.1963 - accuracy: 0.9297 Epoch 122/500 326/326 [==============================] - 0s 335us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 123/500 326/326 [==============================] - 0s 350us/step - loss: 0.1963 - accuracy: 0.9302 Epoch 124/500 326/326 [==============================] - 0s 344us/step - loss: 0.1963 - accuracy: 0.9301 Epoch 125/500 326/326 [==============================] - 0s 337us/step - loss: 0.1961 - accuracy: 0.9298 Epoch 126/500 326/326 [==============================] - 0s 338us/step - loss: 0.1960 - accuracy: 0.9299 Epoch 127/500 326/326 [==============================] - 0s 333us/step - loss: 0.1962 - accuracy: 0.9301 Epoch 128/500 326/326 [==============================] - 0s 391us/step - loss: 0.1960 - accuracy: 0.9297 Epoch 129/500 326/326 [==============================] - 0s 391us/step - loss: 0.1962 - accuracy: 0.9299 Epoch 130/500 326/326 [==============================] - 0s 326us/step - loss: 0.1962 - accuracy: 0.9298 Epoch 131/500 326/326 [==============================] - 0s 334us/step - loss: 0.1960 - accuracy: 0.9302 Epoch 132/500 326/326 [==============================] - 0s 335us/step - loss: 0.1961 - accuracy: 0.9304 Epoch 133/500 326/326 [==============================] - 0s 338us/step - loss: 0.1962 - accuracy: 0.9303 Epoch 134/500 326/326 [==============================] - 0s 337us/step - loss: 0.1957 - accuracy: 0.9303 Epoch 135/500 326/326 [==============================] - 0s 332us/step - loss: 0.1960 - accuracy: 0.9302 Epoch 136/500 326/326 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9301 Epoch 137/500 326/326 [==============================] - 0s 331us/step - loss: 0.1959 - accuracy: 0.9303 Epoch 138/500 326/326 [==============================] - 0s 375us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 139/500 326/326 [==============================] - 0s 337us/step - loss: 0.1959 - accuracy: 0.9302 Epoch 140/500 326/326 [==============================] - 0s 333us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 141/500 326/326 [==============================] - 0s 331us/step - loss: 0.1960 - accuracy: 0.9298 Epoch 142/500 326/326 [==============================] - 0s 328us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 143/500 326/326 [==============================] - 0s 330us/step - loss: 0.1960 - accuracy: 0.9297 Epoch 144/500 326/326 [==============================] - 0s 330us/step - loss: 0.1959 - accuracy: 0.9299 Epoch 145/500 326/326 [==============================] - 0s 329us/step - loss: 0.1954 - accuracy: 0.9297 Epoch 146/500 326/326 [==============================] - 0s 328us/step - loss: 0.1962 - accuracy: 0.9302 Epoch 147/500 326/326 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9302 Epoch 148/500 326/326 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9303 Epoch 149/500 326/326 [==============================] - 0s 330us/step - loss: 0.1960 - accuracy: 0.9302 Epoch 150/500 326/326 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9304 Epoch 151/500 326/326 [==============================] - 0s 328us/step - loss: 0.1961 - accuracy: 0.9302 Epoch 152/500 326/326 [==============================] - 0s 330us/step - loss: 0.1958 - accuracy: 0.9297 Epoch 153/500 326/326 [==============================] - 0s 333us/step - loss: 0.1957 - accuracy: 0.9302 Epoch 154/500 326/326 [==============================] - 0s 331us/step - loss: 0.1957 - accuracy: 0.9303 Epoch 155/500 326/326 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9302 Epoch 156/500 326/326 [==============================] - 0s 329us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 157/500 326/326 [==============================] - 0s 331us/step - loss: 0.1958 - accuracy: 0.9303 Epoch 158/500 326/326 [==============================] - 0s 335us/step - loss: 0.1960 - accuracy: 0.9299 Epoch 159/500 326/326 [==============================] - 0s 338us/step - loss: 0.1959 - accuracy: 0.9304 Epoch 160/500 326/326 [==============================] - 0s 327us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 161/500 326/326 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 162/500 326/326 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9305 Epoch 163/500 326/326 [==============================] - 0s 329us/step - loss: 0.1960 - accuracy: 0.9302 Epoch 164/500 326/326 [==============================] - 0s 327us/step - loss: 0.1961 - accuracy: 0.9299 Epoch 165/500 326/326 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9297 Epoch 166/500 326/326 [==============================] - 0s 327us/step - loss: 0.1958 - accuracy: 0.9301 Epoch 167/500 326/326 [==============================] - 0s 331us/step - loss: 0.1953 - accuracy: 0.9298 Epoch 168/500 326/326 [==============================] - 0s 350us/step - loss: 0.1959 - accuracy: 0.9303 Epoch 169/500 326/326 [==============================] - 0s 447us/step - loss: 0.1958 - accuracy: 0.9297 Epoch 170/500 326/326 [==============================] - 0s 383us/step - loss: 0.1951 - accuracy: 0.9302 Epoch 171/500 326/326 [==============================] - 0s 370us/step - loss: 0.1961 - accuracy: 0.9307 Epoch 172/500 326/326 [==============================] - 0s 370us/step - loss: 0.1959 - accuracy: 0.9302 Epoch 173/500 326/326 [==============================] - 0s 365us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 174/500 326/326 [==============================] - 0s 361us/step - loss: 0.1956 - accuracy: 0.9302 Epoch 175/500 326/326 [==============================] - 0s 378us/step - loss: 0.1960 - accuracy: 0.9298 Epoch 176/500 326/326 [==============================] - 0s 360us/step - loss: 0.1958 - accuracy: 0.9298 Epoch 177/500 326/326 [==============================] - 0s 533us/step - loss: 0.1954 - accuracy: 0.9299 Epoch 178/500 326/326 [==============================] - 0s 424us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 179/500 326/326 [==============================] - 0s 376us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 180/500 326/326 [==============================] - 0s 355us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 181/500 326/326 [==============================] - 0s 369us/step - loss: 0.1958 - accuracy: 0.9298 Epoch 182/500 326/326 [==============================] - 0s 383us/step - loss: 0.1957 - accuracy: 0.9293 Epoch 183/500 326/326 [==============================] - 0s 368us/step - loss: 0.1960 - accuracy: 0.9299 Epoch 184/500 326/326 [==============================] - 0s 362us/step - loss: 0.1957 - accuracy: 0.9303 Epoch 185/500 326/326 [==============================] - 0s 366us/step - loss: 0.1958 - accuracy: 0.9299 Epoch 186/500 326/326 [==============================] - 0s 369us/step - loss: 0.1957 - accuracy: 0.9303 Epoch 187/500 326/326 [==============================] - 0s 373us/step - loss: 0.1954 - accuracy: 0.9297 Epoch 188/500 326/326 [==============================] - 0s 386us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 189/500 326/326 [==============================] - 0s 376us/step - loss: 0.1957 - accuracy: 0.9302 Epoch 190/500 326/326 [==============================] - 0s 368us/step - loss: 0.1955 - accuracy: 0.9304 Epoch 191/500 326/326 [==============================] - 0s 386us/step - loss: 0.1957 - accuracy: 0.9304 Epoch 192/500 326/326 [==============================] - 0s 374us/step - loss: 0.1959 - accuracy: 0.9299 Epoch 193/500 326/326 [==============================] - 0s 366us/step - loss: 0.1955 - accuracy: 0.9299 Epoch 194/500 326/326 [==============================] - 0s 390us/step - loss: 0.1956 - accuracy: 0.9303 Epoch 195/500 326/326 [==============================] - 0s 374us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 196/500 326/326 [==============================] - 0s 367us/step - loss: 0.1958 - accuracy: 0.9303 Epoch 197/500 326/326 [==============================] - 0s 389us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 198/500 326/326 [==============================] - 0s 380us/step - loss: 0.1955 - accuracy: 0.9302 Epoch 199/500 326/326 [==============================] - 0s 373us/step - loss: 0.1959 - accuracy: 0.9299 Epoch 200/500 326/326 [==============================] - 0s 373us/step - loss: 0.1953 - accuracy: 0.9297 Epoch 201/500 326/326 [==============================] - 0s 365us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 202/500 326/326 [==============================] - 0s 370us/step - loss: 0.1960 - accuracy: 0.9298 Epoch 203/500 326/326 [==============================] - 0s 394us/step - loss: 0.1961 - accuracy: 0.9303 Epoch 204/500 326/326 [==============================] - 0s 362us/step - loss: 0.1955 - accuracy: 0.9299 Epoch 205/500 326/326 [==============================] - 0s 382us/step - loss: 0.1957 - accuracy: 0.9301 Epoch 206/500 326/326 [==============================] - 0s 372us/step - loss: 0.1954 - accuracy: 0.9305 Epoch 207/500 326/326 [==============================] - 0s 379us/step - loss: 0.1953 - accuracy: 0.9297 Epoch 208/500 326/326 [==============================] - 0s 377us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 209/500 326/326 [==============================] - 0s 364us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 210/500 326/326 [==============================] - 0s 359us/step - loss: 0.1959 - accuracy: 0.9298 Epoch 211/500 326/326 [==============================] - 0s 368us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 212/500 326/326 [==============================] - 0s 363us/step - loss: 0.1961 - accuracy: 0.9303 Epoch 213/500 326/326 [==============================] - 0s 356us/step - loss: 0.1955 - accuracy: 0.9307 Epoch 214/500 326/326 [==============================] - 0s 359us/step - loss: 0.1959 - accuracy: 0.9305 Epoch 215/500 326/326 [==============================] - 0s 388us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 216/500 326/326 [==============================] - 0s 357us/step - loss: 0.1957 - accuracy: 0.9288 Epoch 217/500 326/326 [==============================] - 0s 363us/step - loss: 0.1954 - accuracy: 0.9298 Epoch 218/500 326/326 [==============================] - 0s 381us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 219/500 326/326 [==============================] - 0s 428us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 220/500 326/326 [==============================] - 0s 408us/step - loss: 0.1952 - accuracy: 0.9299 Epoch 221/500 326/326 [==============================] - 0s 400us/step - loss: 0.1959 - accuracy: 0.9304 Epoch 222/500 326/326 [==============================] - 0s 386us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 223/500 326/326 [==============================] - 0s 455us/step - loss: 0.1954 - accuracy: 0.9299 Epoch 224/500 326/326 [==============================] - 0s 393us/step - loss: 0.1957 - accuracy: 0.9293 Epoch 225/500 326/326 [==============================] - 0s 435us/step - loss: 0.1953 - accuracy: 0.9297 Epoch 226/500 326/326 [==============================] - 0s 411us/step - loss: 0.1958 - accuracy: 0.9301 Epoch 227/500 326/326 [==============================] - 0s 407us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 228/500 326/326 [==============================] - 0s 451us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 229/500 326/326 [==============================] - 0s 386us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 230/500 326/326 [==============================] - 0s 480us/step - loss: 0.1958 - accuracy: 0.9303 Epoch 231/500 326/326 [==============================] - 0s 403us/step - loss: 0.1954 - accuracy: 0.9305 Epoch 232/500 326/326 [==============================] - 0s 417us/step - loss: 0.1955 - accuracy: 0.9289 Epoch 233/500 326/326 [==============================] - 0s 363us/step - loss: 0.1955 - accuracy: 0.9297 Epoch 234/500 326/326 [==============================] - 0s 366us/step - loss: 0.1956 - accuracy: 0.9299 Epoch 235/500 326/326 [==============================] - 0s 363us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 236/500 326/326 [==============================] - 0s 363us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 237/500 326/326 [==============================] - 0s 358us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 238/500 326/326 [==============================] - 0s 364us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 239/500 326/326 [==============================] - 0s 367us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 240/500 326/326 [==============================] - 0s 364us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 241/500 326/326 [==============================] - 0s 381us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 242/500 326/326 [==============================] - 0s 381us/step - loss: 0.1954 - accuracy: 0.9283 Epoch 243/500 326/326 [==============================] - 0s 374us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 244/500 326/326 [==============================] - 0s 380us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 245/500 326/326 [==============================] - 0s 378us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 246/500 326/326 [==============================] - 0s 371us/step - loss: 0.1953 - accuracy: 0.9303 Epoch 247/500 326/326 [==============================] - 0s 363us/step - loss: 0.1956 - accuracy: 0.9292 Epoch 248/500 326/326 [==============================] - 0s 365us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 249/500 326/326 [==============================] - 0s 376us/step - loss: 0.1950 - accuracy: 0.9293 Epoch 250/500 326/326 [==============================] - 0s 363us/step - loss: 0.1951 - accuracy: 0.9303 Epoch 251/500 326/326 [==============================] - 0s 370us/step - loss: 0.1953 - accuracy: 0.9293 Epoch 252/500 326/326 [==============================] - 0s 367us/step - loss: 0.1956 - accuracy: 0.9305 Epoch 253/500 326/326 [==============================] - 0s 368us/step - loss: 0.1956 - accuracy: 0.9304 Epoch 254/500 326/326 [==============================] - 0s 364us/step - loss: 0.1952 - accuracy: 0.9288 Epoch 255/500 326/326 [==============================] - 0s 377us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 256/500 326/326 [==============================] - 0s 377us/step - loss: 0.1957 - accuracy: 0.9302 Epoch 257/500 326/326 [==============================] - 0s 366us/step - loss: 0.1948 - accuracy: 0.9293 Epoch 258/500 326/326 [==============================] - 0s 366us/step - loss: 0.1953 - accuracy: 0.9304 Epoch 259/500 326/326 [==============================] - 0s 368us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 260/500 326/326 [==============================] - 0s 364us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 261/500 326/326 [==============================] - 0s 370us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 262/500 326/326 [==============================] - 0s 395us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 263/500 326/326 [==============================] - 0s 367us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 264/500 326/326 [==============================] - 0s 386us/step - loss: 0.1948 - accuracy: 0.9297 Epoch 265/500 326/326 [==============================] - 0s 396us/step - loss: 0.1951 - accuracy: 0.9297 Epoch 266/500 326/326 [==============================] - 0s 366us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 267/500 326/326 [==============================] - 0s 407us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 268/500 326/326 [==============================] - 0s 388us/step - loss: 0.1952 - accuracy: 0.9308 Epoch 269/500 326/326 [==============================] - 0s 405us/step - loss: 0.1956 - accuracy: 0.9305 Epoch 270/500 326/326 [==============================] - 0s 400us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 271/500 326/326 [==============================] - 0s 392us/step - loss: 0.1948 - accuracy: 0.9297 Epoch 272/500 326/326 [==============================] - 0s 391us/step - loss: 0.1953 - accuracy: 0.9297 Epoch 273/500 326/326 [==============================] - 0s 398us/step - loss: 0.1952 - accuracy: 0.9292 Epoch 274/500 326/326 [==============================] - 0s 403us/step - loss: 0.1954 - accuracy: 0.9288 Epoch 275/500 326/326 [==============================] - 0s 403us/step - loss: 0.1950 - accuracy: 0.9298 Epoch 276/500 326/326 [==============================] - 0s 409us/step - loss: 0.1953 - accuracy: 0.9283 Epoch 277/500 326/326 [==============================] - 0s 410us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 278/500 326/326 [==============================] - 0s 377us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 279/500 326/326 [==============================] - 0s 394us/step - loss: 0.1954 - accuracy: 0.9302 Epoch 280/500 326/326 [==============================] - 0s 409us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 281/500 326/326 [==============================] - 0s 398us/step - loss: 0.1953 - accuracy: 0.9292 Epoch 282/500 326/326 [==============================] - 0s 403us/step - loss: 0.1948 - accuracy: 0.9292 Epoch 283/500 326/326 [==============================] - 0s 405us/step - loss: 0.1953 - accuracy: 0.9292 Epoch 284/500 326/326 [==============================] - 0s 408us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 285/500 326/326 [==============================] - 0s 404us/step - loss: 0.1952 - accuracy: 0.9292 Epoch 286/500 326/326 [==============================] - 0s 402us/step - loss: 0.1946 - accuracy: 0.9289 Epoch 287/500 326/326 [==============================] - 0s 392us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 288/500 326/326 [==============================] - 0s 408us/step - loss: 0.1950 - accuracy: 0.9293 Epoch 289/500 326/326 [==============================] - 0s 405us/step - loss: 0.1951 - accuracy: 0.9293 Epoch 290/500 326/326 [==============================] - 0s 386us/step - loss: 0.1950 - accuracy: 0.9297 Epoch 291/500 326/326 [==============================] - 0s 363us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 292/500 326/326 [==============================] - 0s 372us/step - loss: 0.1953 - accuracy: 0.9286 Epoch 293/500 326/326 [==============================] - 0s 375us/step - loss: 0.1953 - accuracy: 0.9288 Epoch 294/500 326/326 [==============================] - 0s 372us/step - loss: 0.1954 - accuracy: 0.9297 Epoch 295/500 326/326 [==============================] - 0s 372us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 296/500 326/326 [==============================] - 0s 375us/step - loss: 0.1947 - accuracy: 0.9292 Epoch 297/500 326/326 [==============================] - 0s 371us/step - loss: 0.1954 - accuracy: 0.9299 Epoch 298/500 326/326 [==============================] - 0s 374us/step - loss: 0.1949 - accuracy: 0.9293 Epoch 299/500 326/326 [==============================] - 0s 380us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 300/500 326/326 [==============================] - 0s 407us/step - loss: 0.1952 - accuracy: 0.9299 Epoch 301/500 326/326 [==============================] - 0s 402us/step - loss: 0.1951 - accuracy: 0.9303 Epoch 302/500 326/326 [==============================] - 0s 378us/step - loss: 0.1952 - accuracy: 0.9293 Epoch 303/500 326/326 [==============================] - 0s 382us/step - loss: 0.1954 - accuracy: 0.9293 Epoch 304/500 326/326 [==============================] - 0s 398us/step - loss: 0.1951 - accuracy: 0.9302 Epoch 305/500 326/326 [==============================] - 0s 388us/step - loss: 0.1945 - accuracy: 0.9299 Epoch 306/500 326/326 [==============================] - 0s 361us/step - loss: 0.1951 - accuracy: 0.9293 Epoch 307/500 326/326 [==============================] - 0s 376us/step - loss: 0.1950 - accuracy: 0.9303 Epoch 308/500 326/326 [==============================] - 0s 400us/step - loss: 0.1945 - accuracy: 0.9297 Epoch 309/500 326/326 [==============================] - 0s 394us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 310/500 326/326 [==============================] - 0s 401us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 311/500 326/326 [==============================] - 0s 400us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 312/500 326/326 [==============================] - 0s 406us/step - loss: 0.1952 - accuracy: 0.9297 Epoch 313/500 326/326 [==============================] - 0s 389us/step - loss: 0.1949 - accuracy: 0.9304 Epoch 314/500 326/326 [==============================] - 0s 393us/step - loss: 0.1950 - accuracy: 0.9302 Epoch 315/500 326/326 [==============================] - 0s 399us/step - loss: 0.1950 - accuracy: 0.9298 Epoch 316/500 326/326 [==============================] - 0s 401us/step - loss: 0.1947 - accuracy: 0.9286 Epoch 317/500 326/326 [==============================] - 0s 382us/step - loss: 0.1944 - accuracy: 0.9298 Epoch 318/500 326/326 [==============================] - 0s 379us/step - loss: 0.1951 - accuracy: 0.9297 Epoch 319/500 326/326 [==============================] - 0s 391us/step - loss: 0.1949 - accuracy: 0.9292 Epoch 320/500 326/326 [==============================] - 0s 383us/step - loss: 0.1951 - accuracy: 0.9293 Epoch 321/500 326/326 [==============================] - 0s 395us/step - loss: 0.1948 - accuracy: 0.9305 Epoch 322/500 326/326 [==============================] - 0s 388us/step - loss: 0.1950 - accuracy: 0.9292 Epoch 323/500 326/326 [==============================] - 0s 383us/step - loss: 0.1949 - accuracy: 0.9298 Epoch 324/500 326/326 [==============================] - 0s 386us/step - loss: 0.1946 - accuracy: 0.9299 Epoch 325/500 326/326 [==============================] - 0s 389us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 326/500 326/326 [==============================] - 0s 402us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 327/500 326/326 [==============================] - 0s 415us/step - loss: 0.1948 - accuracy: 0.9293 Epoch 328/500 326/326 [==============================] - 0s 409us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 329/500 326/326 [==============================] - 0s 408us/step - loss: 0.1943 - accuracy: 0.9304 Epoch 330/500 326/326 [==============================] - 0s 385us/step - loss: 0.1940 - accuracy: 0.9303 Epoch 331/500 326/326 [==============================] - 0s 414us/step - loss: 0.1947 - accuracy: 0.9297 Epoch 332/500 326/326 [==============================] - 0s 403us/step - loss: 0.1948 - accuracy: 0.9298 Epoch 333/500 326/326 [==============================] - 0s 407us/step - loss: 0.1943 - accuracy: 0.9303 Epoch 334/500 326/326 [==============================] - 0s 401us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 335/500 326/326 [==============================] - 0s 392us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 336/500 326/326 [==============================] - 0s 411us/step - loss: 0.1948 - accuracy: 0.9297 Epoch 337/500 326/326 [==============================] - 0s 403us/step - loss: 0.1946 - accuracy: 0.9298 Epoch 338/500 326/326 [==============================] - 0s 399us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 339/500 326/326 [==============================] - 0s 400us/step - loss: 0.1940 - accuracy: 0.9298 Epoch 340/500 326/326 [==============================] - 0s 399us/step - loss: 0.1946 - accuracy: 0.9299 Epoch 341/500 326/326 [==============================] - 0s 400us/step - loss: 0.1946 - accuracy: 0.9299 Epoch 342/500 326/326 [==============================] - 0s 396us/step - loss: 0.1941 - accuracy: 0.9302 Epoch 343/500 326/326 [==============================] - 0s 400us/step - loss: 0.1946 - accuracy: 0.9304 Epoch 344/500 326/326 [==============================] - 0s 417us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 345/500 326/326 [==============================] - 0s 398us/step - loss: 0.1941 - accuracy: 0.9304 Epoch 346/500 326/326 [==============================] - 0s 400us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 347/500 326/326 [==============================] - 0s 417us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 348/500 326/326 [==============================] - 0s 408us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 349/500 326/326 [==============================] - 0s 406us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 350/500 326/326 [==============================] - 0s 397us/step - loss: 0.1941 - accuracy: 0.9309 Epoch 351/500 326/326 [==============================] - 0s 398us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 352/500 326/326 [==============================] - 0s 447us/step - loss: 0.1942 - accuracy: 0.9309 Epoch 353/500 326/326 [==============================] - 0s 421us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 354/500 326/326 [==============================] - 0s 414us/step - loss: 0.1943 - accuracy: 0.9309 Epoch 355/500 326/326 [==============================] - 0s 413us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 356/500 326/326 [==============================] - 0s 393us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 357/500 326/326 [==============================] - 0s 401us/step - loss: 0.1940 - accuracy: 0.9312 Epoch 358/500 326/326 [==============================] - 0s 406us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 359/500 326/326 [==============================] - 0s 405us/step - loss: 0.1940 - accuracy: 0.9305 Epoch 360/500 326/326 [==============================] - 0s 410us/step - loss: 0.1943 - accuracy: 0.9304 Epoch 361/500 326/326 [==============================] - 0s 399us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 362/500 326/326 [==============================] - 0s 408us/step - loss: 0.1941 - accuracy: 0.9303 Epoch 363/500 326/326 [==============================] - 0s 404us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 364/500 326/326 [==============================] - 0s 411us/step - loss: 0.1937 - accuracy: 0.9315 Epoch 365/500 326/326 [==============================] - 0s 398us/step - loss: 0.1937 - accuracy: 0.9315 Epoch 366/500 326/326 [==============================] - 0s 405us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 367/500 326/326 [==============================] - 0s 403us/step - loss: 0.1936 - accuracy: 0.9321 Epoch 368/500 326/326 [==============================] - 0s 393us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 369/500 326/326 [==============================] - 0s 406us/step - loss: 0.1937 - accuracy: 0.9309 Epoch 370/500 326/326 [==============================] - 0s 402us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 371/500 326/326 [==============================] - 0s 493us/step - loss: 0.1936 - accuracy: 0.9312 Epoch 372/500 326/326 [==============================] - 0s 400us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 373/500 326/326 [==============================] - 0s 515us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 374/500 326/326 [==============================] - 0s 423us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 375/500 326/326 [==============================] - 0s 416us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 376/500 326/326 [==============================] - 0s 393us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 377/500 326/326 [==============================] - 0s 398us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 378/500 326/326 [==============================] - 0s 408us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 379/500 326/326 [==============================] - 0s 415us/step - loss: 0.1933 - accuracy: 0.9321 Epoch 380/500 326/326 [==============================] - 0s 404us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 381/500 326/326 [==============================] - 0s 405us/step - loss: 0.1929 - accuracy: 0.9314 Epoch 382/500 326/326 [==============================] - 0s 398us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 383/500 326/326 [==============================] - 0s 417us/step - loss: 0.1939 - accuracy: 0.9315 Epoch 384/500 326/326 [==============================] - 0s 401us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 385/500 326/326 [==============================] - 0s 420us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 386/500 326/326 [==============================] - 0s 420us/step - loss: 0.1934 - accuracy: 0.9309 Epoch 387/500 326/326 [==============================] - 0s 413us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 388/500 326/326 [==============================] - 0s 427us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 389/500 326/326 [==============================] - 0s 402us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 390/500 326/326 [==============================] - 0s 418us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 391/500 326/326 [==============================] - 0s 420us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 392/500 326/326 [==============================] - 0s 486us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 393/500 326/326 [==============================] - 0s 394us/step - loss: 0.1936 - accuracy: 0.9314 Epoch 394/500 326/326 [==============================] - 0s 407us/step - loss: 0.1933 - accuracy: 0.9313 Epoch 395/500 326/326 [==============================] - 0s 389us/step - loss: 0.1934 - accuracy: 0.9309 Epoch 396/500 326/326 [==============================] - 0s 404us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 397/500 326/326 [==============================] - 0s 411us/step - loss: 0.1933 - accuracy: 0.9319 Epoch 398/500 326/326 [==============================] - 0s 401us/step - loss: 0.1933 - accuracy: 0.9313 Epoch 399/500 326/326 [==============================] - 0s 414us/step - loss: 0.1931 - accuracy: 0.9319 Epoch 400/500 326/326 [==============================] - 0s 413us/step - loss: 0.1934 - accuracy: 0.9309 Epoch 401/500 326/326 [==============================] - 0s 405us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 402/500 326/326 [==============================] - 0s 396us/step - loss: 0.1933 - accuracy: 0.9313 Epoch 403/500 326/326 [==============================] - 0s 406us/step - loss: 0.1935 - accuracy: 0.9314 Epoch 404/500 326/326 [==============================] - 0s 417us/step - loss: 0.1939 - accuracy: 0.9304 Epoch 405/500 326/326 [==============================] - 0s 414us/step - loss: 0.1929 - accuracy: 0.9312 Epoch 406/500 326/326 [==============================] - 0s 398us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 407/500 326/326 [==============================] - 0s 387us/step - loss: 0.1935 - accuracy: 0.9314 Epoch 408/500 326/326 [==============================] - 0s 394us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 409/500 326/326 [==============================] - 0s 389us/step - loss: 0.1935 - accuracy: 0.9312 Epoch 410/500 326/326 [==============================] - 0s 380us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 411/500 326/326 [==============================] - 0s 397us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 412/500 326/326 [==============================] - 0s 415us/step - loss: 0.1931 - accuracy: 0.9312 Epoch 413/500 326/326 [==============================] - 0s 500us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 414/500 326/326 [==============================] - 0s 414us/step - loss: 0.1933 - accuracy: 0.9315 Epoch 415/500 326/326 [==============================] - 0s 393us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 416/500 326/326 [==============================] - 0s 375us/step - loss: 0.1936 - accuracy: 0.9313 Epoch 417/500 326/326 [==============================] - 0s 401us/step - loss: 0.1931 - accuracy: 0.9312 Epoch 418/500 326/326 [==============================] - 0s 399us/step - loss: 0.1933 - accuracy: 0.9319 Epoch 419/500 326/326 [==============================] - 0s 388us/step - loss: 0.1935 - accuracy: 0.9314 Epoch 420/500 326/326 [==============================] - 0s 395us/step - loss: 0.1928 - accuracy: 0.9319 Epoch 421/500 326/326 [==============================] - 0s 381us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 422/500 326/326 [==============================] - 0s 397us/step - loss: 0.1933 - accuracy: 0.9314 Epoch 423/500 326/326 [==============================] - 0s 377us/step - loss: 0.1937 - accuracy: 0.9320 Epoch 424/500 326/326 [==============================] - 0s 378us/step - loss: 0.1930 - accuracy: 0.9312 Epoch 425/500 326/326 [==============================] - 0s 378us/step - loss: 0.1934 - accuracy: 0.9313 Epoch 426/500 326/326 [==============================] - 0s 388us/step - loss: 0.1934 - accuracy: 0.9313 Epoch 427/500 326/326 [==============================] - 0s 397us/step - loss: 0.1933 - accuracy: 0.9314 Epoch 428/500 326/326 [==============================] - 0s 415us/step - loss: 0.1930 - accuracy: 0.9313 Epoch 429/500 326/326 [==============================] - 0s 393us/step - loss: 0.1936 - accuracy: 0.9312 Epoch 430/500 326/326 [==============================] - 0s 394us/step - loss: 0.1936 - accuracy: 0.9309 Epoch 431/500 326/326 [==============================] - 0s 388us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 432/500 326/326 [==============================] - 0s 384us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 433/500 326/326 [==============================] - 0s 404us/step - loss: 0.1936 - accuracy: 0.9315 Epoch 434/500 326/326 [==============================] - 0s 401us/step - loss: 0.1934 - accuracy: 0.9319 Epoch 435/500 326/326 [==============================] - 0s 398us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 436/500 326/326 [==============================] - 0s 389us/step - loss: 0.1935 - accuracy: 0.9313 Epoch 437/500 326/326 [==============================] - 0s 457us/step - loss: 0.1931 - accuracy: 0.9320 Epoch 438/500 326/326 [==============================] - 0s 383us/step - loss: 0.1936 - accuracy: 0.9313 Epoch 439/500 326/326 [==============================] - 0s 405us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 440/500 326/326 [==============================] - 0s 398us/step - loss: 0.1936 - accuracy: 0.9318 Epoch 441/500 326/326 [==============================] - 0s 387us/step - loss: 0.1927 - accuracy: 0.9321 Epoch 442/500 326/326 [==============================] - 0s 397us/step - loss: 0.1933 - accuracy: 0.9313 Epoch 443/500 326/326 [==============================] - 0s 391us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 444/500 326/326 [==============================] - 0s 382us/step - loss: 0.1933 - accuracy: 0.9314 Epoch 445/500 326/326 [==============================] - 0s 409us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 446/500 326/326 [==============================] - 0s 387us/step - loss: 0.1934 - accuracy: 0.9321 Epoch 447/500 326/326 [==============================] - 0s 376us/step - loss: 0.1932 - accuracy: 0.9314 Epoch 448/500 326/326 [==============================] - 0s 390us/step - loss: 0.1933 - accuracy: 0.9318 Epoch 449/500 326/326 [==============================] - 0s 401us/step - loss: 0.1935 - accuracy: 0.9317 Epoch 450/500 326/326 [==============================] - 0s 403us/step - loss: 0.1927 - accuracy: 0.9314 Epoch 451/500 326/326 [==============================] - 0s 399us/step - loss: 0.1940 - accuracy: 0.9318 Epoch 452/500 326/326 [==============================] - 0s 374us/step - loss: 0.1933 - accuracy: 0.9313 Epoch 453/500 326/326 [==============================] - 0s 385us/step - loss: 0.1927 - accuracy: 0.9318 Epoch 454/500 326/326 [==============================] - 0s 384us/step - loss: 0.1933 - accuracy: 0.9325 Epoch 455/500 326/326 [==============================] - 0s 404us/step - loss: 0.1939 - accuracy: 0.9314 Epoch 456/500 326/326 [==============================] - 0s 402us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 457/500 326/326 [==============================] - 0s 400us/step - loss: 0.1936 - accuracy: 0.9323 Epoch 458/500 326/326 [==============================] - 0s 384us/step - loss: 0.1924 - accuracy: 0.9324 Epoch 459/500 326/326 [==============================] - 0s 392us/step - loss: 0.1935 - accuracy: 0.9312 Epoch 460/500 326/326 [==============================] - 0s 372us/step - loss: 0.1931 - accuracy: 0.9320 Epoch 461/500 326/326 [==============================] - 0s 397us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 462/500 326/326 [==============================] - 0s 424us/step - loss: 0.1938 - accuracy: 0.9315 Epoch 463/500 326/326 [==============================] - 0s 408us/step - loss: 0.1935 - accuracy: 0.9315 Epoch 464/500 326/326 [==============================] - 0s 394us/step - loss: 0.1938 - accuracy: 0.9315 Epoch 465/500 326/326 [==============================] - 0s 383us/step - loss: 0.1937 - accuracy: 0.9318 Epoch 466/500 326/326 [==============================] - 0s 411us/step - loss: 0.1936 - accuracy: 0.9314 Epoch 467/500 326/326 [==============================] - 0s 459us/step - loss: 0.1937 - accuracy: 0.9317 Epoch 468/500 326/326 [==============================] - 0s 420us/step - loss: 0.1937 - accuracy: 0.9312 Epoch 469/500 326/326 [==============================] - 0s 408us/step - loss: 0.1927 - accuracy: 0.9324 Epoch 470/500 326/326 [==============================] - 0s 402us/step - loss: 0.1937 - accuracy: 0.9315 Epoch 471/500 326/326 [==============================] - 0s 403us/step - loss: 0.1934 - accuracy: 0.9325 Epoch 472/500 326/326 [==============================] - 0s 409us/step - loss: 0.1927 - accuracy: 0.9324 Epoch 473/500 326/326 [==============================] - 0s 411us/step - loss: 0.1935 - accuracy: 0.9309 Epoch 474/500 326/326 [==============================] - 0s 409us/step - loss: 0.1934 - accuracy: 0.9314 Epoch 475/500 326/326 [==============================] - 0s 403us/step - loss: 0.1927 - accuracy: 0.9319 Epoch 476/500 326/326 [==============================] - 0s 402us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 477/500 326/326 [==============================] - 0s 406us/step - loss: 0.1930 - accuracy: 0.9318 Epoch 478/500 326/326 [==============================] - 0s 412us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 479/500 326/326 [==============================] - 0s 407us/step - loss: 0.1931 - accuracy: 0.9326 Epoch 480/500 326/326 [==============================] - 0s 398us/step - loss: 0.1934 - accuracy: 0.9317 Epoch 481/500 326/326 [==============================] - 0s 392us/step - loss: 0.1930 - accuracy: 0.9318 Epoch 482/500 326/326 [==============================] - 0s 385us/step - loss: 0.1932 - accuracy: 0.9315 Epoch 483/500 326/326 [==============================] - 0s 390us/step - loss: 0.1930 - accuracy: 0.9315 Epoch 484/500 326/326 [==============================] - 0s 395us/step - loss: 0.1930 - accuracy: 0.9321 Epoch 485/500 326/326 [==============================] - 0s 396us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 486/500 326/326 [==============================] - 0s 398us/step - loss: 0.1934 - accuracy: 0.9313 Epoch 487/500 326/326 [==============================] - 0s 389us/step - loss: 0.1933 - accuracy: 0.9318 Epoch 488/500 326/326 [==============================] - 0s 391us/step - loss: 0.1934 - accuracy: 0.9314 Epoch 489/500 326/326 [==============================] - 0s 397us/step - loss: 0.1934 - accuracy: 0.9314 Epoch 490/500 326/326 [==============================] - 0s 396us/step - loss: 0.1928 - accuracy: 0.9313 Epoch 491/500 326/326 [==============================] - 0s 399us/step - loss: 0.1932 - accuracy: 0.9314 Epoch 492/500 326/326 [==============================] - 0s 391us/step - loss: 0.1933 - accuracy: 0.9320 Epoch 493/500 326/326 [==============================] - 0s 385us/step - loss: 0.1926 - accuracy: 0.9315 Epoch 494/500 326/326 [==============================] - 0s 393us/step - loss: 0.1932 - accuracy: 0.9321 Epoch 495/500 326/326 [==============================] - 0s 394us/step - loss: 0.1925 - accuracy: 0.9314 Epoch 496/500 326/326 [==============================] - 0s 391us/step - loss: 0.1931 - accuracy: 0.9323 Epoch 497/500 326/326 [==============================] - 0s 396us/step - loss: 0.1931 - accuracy: 0.9315 Epoch 498/500 326/326 [==============================] - 0s 384us/step - loss: 0.1934 - accuracy: 0.9313 Epoch 499/500 326/326 [==============================] - 0s 394us/step - loss: 0.1933 - accuracy: 0.9318 Epoch 500/500 326/326 [==============================] - 0s 382us/step - loss: 0.1929 - accuracy: 0.9314 29/29 [==============================] - 0s 326us/step Epoch 1/500 326/326 [==============================] - 0s 426us/step - loss: 0.4454 - accuracy: 0.9299 Epoch 2/500 326/326 [==============================] - 0s 397us/step - loss: 0.2082 - accuracy: 0.9307 Epoch 3/500 326/326 [==============================] - 0s 395us/step - loss: 0.2012 - accuracy: 0.9307 Epoch 4/500 326/326 [==============================] - 0s 387us/step - loss: 0.1986 - accuracy: 0.9307 Epoch 5/500 326/326 [==============================] - 0s 389us/step - loss: 0.1971 - accuracy: 0.9307 Epoch 6/500 326/326 [==============================] - 0s 387us/step - loss: 0.1964 - accuracy: 0.9307 Epoch 7/500 326/326 [==============================] - 0s 388us/step - loss: 0.1957 - accuracy: 0.9307 Epoch 8/500 326/326 [==============================] - 0s 394us/step - loss: 0.1953 - accuracy: 0.9307 Epoch 9/500 326/326 [==============================] - 0s 405us/step - loss: 0.1950 - accuracy: 0.9307 Epoch 10/500 326/326 [==============================] - 0s 393us/step - loss: 0.1948 - accuracy: 0.9307 Epoch 11/500 326/326 [==============================] - 0s 399us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 12/500 326/326 [==============================] - 0s 394us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 13/500 326/326 [==============================] - 0s 394us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 14/500 326/326 [==============================] - 0s 397us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 15/500 326/326 [==============================] - 0s 388us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 16/500 326/326 [==============================] - 0s 386us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 17/500 326/326 [==============================] - 0s 391us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 18/500 326/326 [==============================] - 0s 406us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 19/500 326/326 [==============================] - 0s 383us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 20/500 326/326 [==============================] - 0s 389us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 21/500 326/326 [==============================] - 0s 394us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 22/500 326/326 [==============================] - 0s 391us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 23/500 326/326 [==============================] - 0s 392us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 24/500 326/326 [==============================] - 0s 375us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 25/500 326/326 [==============================] - 0s 395us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 26/500 326/326 [==============================] - 0s 401us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 27/500 326/326 [==============================] - 0s 385us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 28/500 326/326 [==============================] - 0s 384us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 29/500 326/326 [==============================] - 0s 390us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 30/500 326/326 [==============================] - 0s 391us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 31/500 326/326 [==============================] - 0s 399us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 32/500 326/326 [==============================] - 0s 394us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 33/500 326/326 [==============================] - 0s 392us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 34/500 326/326 [==============================] - 0s 388us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 35/500 326/326 [==============================] - 0s 396us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 36/500 326/326 [==============================] - 0s 388us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 37/500 326/326 [==============================] - 0s 393us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 38/500 326/326 [==============================] - 0s 400us/step - loss: 0.1933 - accuracy: 0.9309 Epoch 39/500 326/326 [==============================] - 0s 397us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 40/500 326/326 [==============================] - 0s 398us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 41/500 326/326 [==============================] - 0s 389us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 42/500 326/326 [==============================] - 0s 387us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 43/500 326/326 [==============================] - 0s 394us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 44/500 326/326 [==============================] - 0s 386us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 45/500 326/326 [==============================] - 0s 389us/step - loss: 0.1932 - accuracy: 0.9309 Epoch 46/500 326/326 [==============================] - 0s 392us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 47/500 326/326 [==============================] - 0s 408us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 48/500 326/326 [==============================] - 0s 393us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 49/500 326/326 [==============================] - 0s 411us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 50/500 326/326 [==============================] - 0s 390us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 51/500 326/326 [==============================] - 0s 381us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 52/500 326/326 [==============================] - 0s 398us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 53/500 326/326 [==============================] - 0s 396us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 54/500 326/326 [==============================] - 0s 391us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 55/500 326/326 [==============================] - 0s 401us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 56/500 326/326 [==============================] - 0s 391us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 57/500 326/326 [==============================] - 0s 387us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 58/500 326/326 [==============================] - 0s 400us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 59/500 326/326 [==============================] - 0s 382us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 60/500 326/326 [==============================] - 0s 387us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 61/500 326/326 [==============================] - 0s 386us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 62/500 326/326 [==============================] - 0s 397us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 63/500 326/326 [==============================] - 0s 400us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 64/500 326/326 [==============================] - 0s 381us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 65/500 326/326 [==============================] - 0s 371us/step - loss: 0.1927 - accuracy: 0.9312 Epoch 66/500 326/326 [==============================] - 0s 366us/step - loss: 0.1927 - accuracy: 0.9312 Epoch 67/500 326/326 [==============================] - 0s 366us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 68/500 326/326 [==============================] - 0s 371us/step - loss: 0.1926 - accuracy: 0.9313 Epoch 69/500 326/326 [==============================] - 0s 377us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 70/500 326/326 [==============================] - 0s 372us/step - loss: 0.1928 - accuracy: 0.9312 Epoch 71/500 326/326 [==============================] - 0s 388us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 72/500 326/326 [==============================] - 0s 392us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 73/500 326/326 [==============================] - 0s 371us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 74/500 326/326 [==============================] - 0s 373us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 75/500 326/326 [==============================] - 0s 377us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 76/500 326/326 [==============================] - 0s 388us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 77/500 326/326 [==============================] - 0s 376us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 78/500 326/326 [==============================] - 0s 374us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 79/500 326/326 [==============================] - 0s 382us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 80/500 326/326 [==============================] - 0s 377us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 81/500 326/326 [==============================] - 0s 393us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 82/500 326/326 [==============================] - 0s 383us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 83/500 326/326 [==============================] - 0s 389us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 84/500 326/326 [==============================] - 0s 379us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 85/500 326/326 [==============================] - 0s 380us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 86/500 326/326 [==============================] - 0s 391us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 87/500 326/326 [==============================] - 0s 389us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 88/500 326/326 [==============================] - 0s 379us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 89/500 326/326 [==============================] - 0s 388us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 90/500 326/326 [==============================] - 0s 359us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 91/500 326/326 [==============================] - 0s 357us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 92/500 326/326 [==============================] - 0s 361us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 93/500 326/326 [==============================] - 0s 382us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 94/500 326/326 [==============================] - 0s 387us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 95/500 326/326 [==============================] - 0s 365us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 96/500 326/326 [==============================] - 0s 360us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 97/500 326/326 [==============================] - 0s 364us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 98/500 326/326 [==============================] - 0s 363us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 99/500 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 100/500 326/326 [==============================] - 0s 358us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 101/500 326/326 [==============================] - 0s 385us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 102/500 326/326 [==============================] - 0s 359us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 103/500 326/326 [==============================] - 0s 369us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 104/500 326/326 [==============================] - 0s 367us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 105/500 326/326 [==============================] - 0s 443us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 106/500 326/326 [==============================] - 0s 445us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 107/500 326/326 [==============================] - 0s 391us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 108/500 326/326 [==============================] - 0s 406us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 109/500 326/326 [==============================] - 0s 433us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 110/500 326/326 [==============================] - 0s 454us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 111/500 326/326 [==============================] - 0s 457us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 112/500 326/326 [==============================] - 0s 403us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 113/500 326/326 [==============================] - 0s 415us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 114/500 326/326 [==============================] - 0s 424us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 115/500 326/326 [==============================] - 0s 364us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 116/500 326/326 [==============================] - 0s 398us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 117/500 326/326 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 118/500 326/326 [==============================] - 0s 363us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 119/500 326/326 [==============================] - 0s 356us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 120/500 326/326 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 121/500 326/326 [==============================] - 0s 361us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 122/500 326/326 [==============================] - 0s 374us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 123/500 326/326 [==============================] - 0s 372us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 124/500 326/326 [==============================] - 0s 358us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 125/500 326/326 [==============================] - 0s 371us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 126/500 326/326 [==============================] - 0s 371us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 127/500 326/326 [==============================] - 0s 353us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 128/500 326/326 [==============================] - 0s 358us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 129/500 326/326 [==============================] - 0s 370us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 130/500 326/326 [==============================] - 0s 370us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 131/500 326/326 [==============================] - 0s 367us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 132/500 326/326 [==============================] - 0s 354us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 133/500 326/326 [==============================] - 0s 363us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 134/500 326/326 [==============================] - 0s 369us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 135/500 326/326 [==============================] - 0s 356us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 136/500 326/326 [==============================] - 0s 355us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 137/500 326/326 [==============================] - 0s 364us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 138/500 326/326 [==============================] - 0s 359us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 139/500 326/326 [==============================] - 0s 358us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 140/500 326/326 [==============================] - 0s 356us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 141/500 326/326 [==============================] - 0s 362us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 142/500 326/326 [==============================] - 0s 355us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 143/500 326/326 [==============================] - 0s 369us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 144/500 326/326 [==============================] - 0s 368us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 145/500 326/326 [==============================] - 0s 366us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 146/500 326/326 [==============================] - 0s 358us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 147/500 326/326 [==============================] - 0s 355us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 148/500 326/326 [==============================] - 0s 360us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 149/500 326/326 [==============================] - 0s 464us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 150/500 326/326 [==============================] - 0s 386us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 151/500 326/326 [==============================] - 0s 471us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 152/500 326/326 [==============================] - 0s 402us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 153/500 326/326 [==============================] - 0s 410us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 154/500 326/326 [==============================] - 0s 396us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 155/500 326/326 [==============================] - 0s 392us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 156/500 326/326 [==============================] - 0s 391us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 157/500 326/326 [==============================] - 0s 405us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 158/500 326/326 [==============================] - 0s 383us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 159/500 326/326 [==============================] - 0s 393us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 160/500 326/326 [==============================] - 0s 386us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 161/500 326/326 [==============================] - 0s 389us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 162/500 326/326 [==============================] - 0s 471us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 163/500 326/326 [==============================] - 0s 427us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 164/500 326/326 [==============================] - 0s 387us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 165/500 326/326 [==============================] - 0s 390us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 166/500 326/326 [==============================] - 0s 383us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 167/500 326/326 [==============================] - 0s 367us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 168/500 326/326 [==============================] - 0s 361us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 169/500 326/326 [==============================] - 0s 374us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 170/500 326/326 [==============================] - 0s 375us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 171/500 326/326 [==============================] - 0s 380us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 172/500 326/326 [==============================] - 0s 371us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 173/500 326/326 [==============================] - 0s 366us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 174/500 326/326 [==============================] - 0s 365us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 175/500 326/326 [==============================] - 0s 349us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 176/500 326/326 [==============================] - 0s 378us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 177/500 326/326 [==============================] - 0s 378us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 178/500 326/326 [==============================] - 0s 371us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 179/500 326/326 [==============================] - 0s 396us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 180/500 326/326 [==============================] - 0s 357us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 181/500 326/326 [==============================] - 0s 362us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 182/500 326/326 [==============================] - 0s 357us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 183/500 326/326 [==============================] - 0s 367us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 184/500 326/326 [==============================] - 0s 360us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 185/500 326/326 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 186/500 326/326 [==============================] - 0s 388us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 187/500 326/326 [==============================] - 0s 353us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 188/500 326/326 [==============================] - 0s 355us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 189/500 326/326 [==============================] - 0s 358us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 190/500 326/326 [==============================] - 0s 356us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 191/500 326/326 [==============================] - 0s 349us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 192/500 326/326 [==============================] - 0s 349us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 193/500 326/326 [==============================] - 0s 349us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 194/500 326/326 [==============================] - 0s 353us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 195/500 326/326 [==============================] - 0s 350us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 196/500 326/326 [==============================] - 0s 352us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 197/500 326/326 [==============================] - 0s 344us/step - loss: 0.1908 - accuracy: 0.9302 Epoch 198/500 326/326 [==============================] - 0s 352us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 199/500 326/326 [==============================] - 0s 353us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 200/500 326/326 [==============================] - 0s 351us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 201/500 326/326 [==============================] - 0s 356us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 202/500 326/326 [==============================] - 0s 367us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 203/500 326/326 [==============================] - 0s 363us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 204/500 326/326 [==============================] - 0s 365us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 205/500 326/326 [==============================] - 0s 358us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 206/500 326/326 [==============================] - 0s 351us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 207/500 326/326 [==============================] - 0s 350us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 208/500 326/326 [==============================] - 0s 351us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 209/500 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 210/500 326/326 [==============================] - 0s 357us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 211/500 326/326 [==============================] - 0s 367us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 212/500 326/326 [==============================] - 0s 359us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 213/500 326/326 [==============================] - 0s 363us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 214/500 326/326 [==============================] - 0s 353us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 215/500 326/326 [==============================] - 0s 391us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 216/500 326/326 [==============================] - 0s 475us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 217/500 326/326 [==============================] - 0s 439us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 218/500 326/326 [==============================] - 0s 395us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 219/500 326/326 [==============================] - 0s 406us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 220/500 326/326 [==============================] - 0s 393us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 221/500 326/326 [==============================] - 0s 383us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 222/500 326/326 [==============================] - 0s 396us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 223/500 326/326 [==============================] - 0s 408us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 224/500 326/326 [==============================] - 0s 350us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 225/500 326/326 [==============================] - 0s 353us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 226/500 326/326 [==============================] - 0s 356us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 227/500 326/326 [==============================] - 0s 356us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 228/500 326/326 [==============================] - 0s 353us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 229/500 326/326 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 230/500 326/326 [==============================] - 0s 352us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 231/500 326/326 [==============================] - 0s 357us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 232/500 326/326 [==============================] - 0s 352us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 233/500 326/326 [==============================] - 0s 353us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 234/500 326/326 [==============================] - 0s 354us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 235/500 326/326 [==============================] - 0s 363us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 236/500 326/326 [==============================] - 0s 356us/step - loss: 0.1899 - accuracy: 0.9321 Epoch 237/500 326/326 [==============================] - 0s 357us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 238/500 326/326 [==============================] - 0s 355us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 239/500 326/326 [==============================] - 0s 364us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 240/500 326/326 [==============================] - 0s 353us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 241/500 326/326 [==============================] - 0s 358us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 242/500 326/326 [==============================] - 0s 357us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 243/500 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9301 Epoch 244/500 326/326 [==============================] - 0s 355us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 245/500 326/326 [==============================] - 0s 362us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 246/500 326/326 [==============================] - 0s 359us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 247/500 326/326 [==============================] - 0s 357us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 248/500 326/326 [==============================] - 0s 355us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 249/500 326/326 [==============================] - 0s 353us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 250/500 326/326 [==============================] - 0s 358us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 251/500 326/326 [==============================] - 0s 364us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 252/500 326/326 [==============================] - 0s 364us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 253/500 326/326 [==============================] - 0s 360us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 254/500 326/326 [==============================] - 0s 363us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 255/500 326/326 [==============================] - 0s 365us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 256/500 326/326 [==============================] - 0s 366us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 257/500 326/326 [==============================] - 0s 366us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 258/500 326/326 [==============================] - 0s 365us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 259/500 326/326 [==============================] - 0s 367us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 260/500 326/326 [==============================] - 0s 363us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 261/500 326/326 [==============================] - 0s 361us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 262/500 326/326 [==============================] - 0s 377us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 263/500 326/326 [==============================] - 0s 369us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 264/500 326/326 [==============================] - 0s 351us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 265/500 326/326 [==============================] - 0s 365us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 266/500 326/326 [==============================] - 0s 367us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 267/500 326/326 [==============================] - 0s 359us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 268/500 326/326 [==============================] - 0s 358us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 269/500 326/326 [==============================] - 0s 354us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 270/500 326/326 [==============================] - 0s 352us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 271/500 326/326 [==============================] - 0s 353us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 272/500 326/326 [==============================] - 0s 351us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 273/500 326/326 [==============================] - 0s 355us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 274/500 326/326 [==============================] - 0s 353us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 275/500 326/326 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 276/500 326/326 [==============================] - 0s 356us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 277/500 326/326 [==============================] - 0s 355us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 278/500 326/326 [==============================] - 0s 356us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 279/500 326/326 [==============================] - 0s 361us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 280/500 326/326 [==============================] - 0s 359us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 281/500 326/326 [==============================] - 0s 353us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 282/500 326/326 [==============================] - 0s 352us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 283/500 326/326 [==============================] - 0s 354us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 284/500 326/326 [==============================] - 0s 359us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 285/500 326/326 [==============================] - 0s 353us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 286/500 326/326 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 287/500 326/326 [==============================] - 0s 358us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 288/500 326/326 [==============================] - 0s 356us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 289/500 326/326 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9324 Epoch 290/500 326/326 [==============================] - 0s 355us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 291/500 326/326 [==============================] - 0s 352us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 292/500 326/326 [==============================] - 0s 406us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 293/500 326/326 [==============================] - 0s 410us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 294/500 326/326 [==============================] - 0s 366us/step - loss: 0.1896 - accuracy: 0.9324 Epoch 295/500 326/326 [==============================] - 0s 356us/step - loss: 0.1901 - accuracy: 0.9323 Epoch 296/500 326/326 [==============================] - 0s 356us/step - loss: 0.1899 - accuracy: 0.9319 Epoch 297/500 326/326 [==============================] - 0s 357us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 298/500 326/326 [==============================] - 0s 444us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 299/500 326/326 [==============================] - 0s 360us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 300/500 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 301/500 326/326 [==============================] - 0s 356us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 302/500 326/326 [==============================] - 0s 357us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 303/500 326/326 [==============================] - 0s 454us/step - loss: 0.1898 - accuracy: 0.9320 Epoch 304/500 326/326 [==============================] - 0s 361us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 305/500 326/326 [==============================] - 0s 359us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 306/500 326/326 [==============================] - 0s 368us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 307/500 326/326 [==============================] - 0s 377us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 308/500 326/326 [==============================] - 0s 359us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 309/500 326/326 [==============================] - 0s 396us/step - loss: 0.1899 - accuracy: 0.9319 Epoch 310/500 326/326 [==============================] - 0s 386us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 311/500 326/326 [==============================] - 0s 360us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 312/500 326/326 [==============================] - 0s 357us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 313/500 326/326 [==============================] - 0s 355us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 314/500 326/326 [==============================] - 0s 358us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 315/500 326/326 [==============================] - 0s 354us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 316/500 326/326 [==============================] - 0s 354us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 317/500 326/326 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 318/500 326/326 [==============================] - 0s 359us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 319/500 326/326 [==============================] - 0s 359us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 320/500 326/326 [==============================] - 0s 363us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 321/500 326/326 [==============================] - 0s 362us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 322/500 326/326 [==============================] - 0s 369us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 323/500 326/326 [==============================] - 0s 364us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 324/500 326/326 [==============================] - 0s 384us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 325/500 326/326 [==============================] - 0s 353us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 326/500 326/326 [==============================] - 0s 352us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 327/500 326/326 [==============================] - 0s 355us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 328/500 326/326 [==============================] - 0s 360us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 329/500 326/326 [==============================] - 0s 358us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 330/500 326/326 [==============================] - 0s 356us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 331/500 326/326 [==============================] - 0s 348us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 332/500 326/326 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 333/500 326/326 [==============================] - 0s 363us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 334/500 326/326 [==============================] - 0s 365us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 335/500 326/326 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 336/500 326/326 [==============================] - 0s 362us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 337/500 326/326 [==============================] - 0s 355us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 338/500 326/326 [==============================] - 0s 357us/step - loss: 0.1900 - accuracy: 0.9320 Epoch 339/500 326/326 [==============================] - 0s 357us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 340/500 326/326 [==============================] - 0s 372us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 341/500 326/326 [==============================] - 0s 366us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 342/500 326/326 [==============================] - 0s 363us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 343/500 326/326 [==============================] - 0s 363us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 344/500 326/326 [==============================] - 0s 361us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 345/500 326/326 [==============================] - 0s 367us/step - loss: 0.1898 - accuracy: 0.9319 Epoch 346/500 326/326 [==============================] - 0s 372us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 347/500 326/326 [==============================] - 0s 356us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 348/500 326/326 [==============================] - 0s 366us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 349/500 326/326 [==============================] - 0s 358us/step - loss: 0.1898 - accuracy: 0.9319 Epoch 350/500 326/326 [==============================] - 0s 386us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 351/500 326/326 [==============================] - 0s 357us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 352/500 326/326 [==============================] - 0s 362us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 353/500 326/326 [==============================] - 0s 365us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 354/500 326/326 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 355/500 326/326 [==============================] - 0s 362us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 356/500 326/326 [==============================] - 0s 363us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 357/500 326/326 [==============================] - 0s 364us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 358/500 326/326 [==============================] - 0s 359us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 359/500 326/326 [==============================] - 0s 367us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 360/500 326/326 [==============================] - 0s 379us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 361/500 326/326 [==============================] - 0s 358us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 362/500 326/326 [==============================] - 0s 356us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 363/500 326/326 [==============================] - 0s 359us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 364/500 326/326 [==============================] - 0s 367us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 365/500 326/326 [==============================] - 0s 361us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 366/500 326/326 [==============================] - 0s 363us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 367/500 326/326 [==============================] - 0s 360us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 368/500 326/326 [==============================] - 0s 361us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 369/500 326/326 [==============================] - 0s 367us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 370/500 326/326 [==============================] - 0s 368us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 371/500 326/326 [==============================] - 0s 366us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 372/500 326/326 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 373/500 326/326 [==============================] - 0s 364us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 374/500 326/326 [==============================] - 0s 399us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 375/500 326/326 [==============================] - 0s 351us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 376/500 326/326 [==============================] - 0s 360us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 377/500 326/326 [==============================] - 0s 364us/step - loss: 0.1892 - accuracy: 0.9325 Epoch 378/500 326/326 [==============================] - 0s 390us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 379/500 326/326 [==============================] - 0s 387us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 380/500 326/326 [==============================] - 0s 361us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 381/500 326/326 [==============================] - 0s 396us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 382/500 326/326 [==============================] - 0s 388us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 383/500 326/326 [==============================] - 0s 377us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 384/500 326/326 [==============================] - 0s 401us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 385/500 326/326 [==============================] - 0s 379us/step - loss: 0.1888 - accuracy: 0.9301 Epoch 386/500 326/326 [==============================] - 0s 381us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 387/500 326/326 [==============================] - 0s 450us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 388/500 326/326 [==============================] - 0s 395us/step - loss: 0.1890 - accuracy: 0.9320 Epoch 389/500 326/326 [==============================] - 0s 363us/step - loss: 0.1889 - accuracy: 0.9323 Epoch 390/500 326/326 [==============================] - 0s 364us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 391/500 326/326 [==============================] - 0s 389us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 392/500 326/326 [==============================] - 0s 377us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 393/500 326/326 [==============================] - 0s 364us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 394/500 326/326 [==============================] - 0s 376us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 395/500 326/326 [==============================] - 0s 366us/step - loss: 0.1885 - accuracy: 0.9319 Epoch 396/500 326/326 [==============================] - 0s 381us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 397/500 326/326 [==============================] - 0s 375us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 398/500 326/326 [==============================] - 0s 363us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 399/500 326/326 [==============================] - 0s 355us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 400/500 326/326 [==============================] - 0s 352us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 401/500 326/326 [==============================] - 0s 358us/step - loss: 0.1886 - accuracy: 0.9324 Epoch 402/500 326/326 [==============================] - 0s 357us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 403/500 326/326 [==============================] - 0s 373us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 404/500 326/326 [==============================] - 0s 365us/step - loss: 0.1884 - accuracy: 0.9328 Epoch 405/500 326/326 [==============================] - 0s 376us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 406/500 326/326 [==============================] - 0s 385us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 407/500 326/326 [==============================] - 0s 358us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 408/500 326/326 [==============================] - 0s 372us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 409/500 326/326 [==============================] - 0s 376us/step - loss: 0.1887 - accuracy: 0.9319 Epoch 410/500 326/326 [==============================] - 0s 371us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 411/500 326/326 [==============================] - 0s 371us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 412/500 326/326 [==============================] - 0s 367us/step - loss: 0.1888 - accuracy: 0.9318 Epoch 413/500 326/326 [==============================] - 0s 371us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 414/500 326/326 [==============================] - 0s 366us/step - loss: 0.1887 - accuracy: 0.9319 Epoch 415/500 326/326 [==============================] - 0s 364us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 416/500 326/326 [==============================] - 0s 366us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 417/500 326/326 [==============================] - 0s 361us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 418/500 326/326 [==============================] - 0s 356us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 419/500 326/326 [==============================] - 0s 358us/step - loss: 0.1884 - accuracy: 0.9324 Epoch 420/500 326/326 [==============================] - 0s 360us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 421/500 326/326 [==============================] - 0s 364us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 422/500 326/326 [==============================] - 0s 359us/step - loss: 0.1889 - accuracy: 0.9320 Epoch 423/500 326/326 [==============================] - 0s 361us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 424/500 326/326 [==============================] - 0s 379us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 425/500 326/326 [==============================] - 0s 376us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 426/500 326/326 [==============================] - 0s 357us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 427/500 326/326 [==============================] - 0s 369us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 428/500 326/326 [==============================] - 0s 357us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 429/500 326/326 [==============================] - 0s 410us/step - loss: 0.1883 - accuracy: 0.9319 Epoch 430/500 326/326 [==============================] - 0s 397us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 431/500 326/326 [==============================] - 0s 365us/step - loss: 0.1882 - accuracy: 0.9309 Epoch 432/500 326/326 [==============================] - 0s 404us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 433/500 326/326 [==============================] - 0s 426us/step - loss: 0.1888 - accuracy: 0.9304 Epoch 434/500 326/326 [==============================] - 0s 418us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 435/500 326/326 [==============================] - 0s 400us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 436/500 326/326 [==============================] - 0s 359us/step - loss: 0.1885 - accuracy: 0.9318 Epoch 437/500 326/326 [==============================] - 0s 379us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 438/500 326/326 [==============================] - 0s 410us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 439/500 326/326 [==============================] - 0s 401us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 440/500 326/326 [==============================] - 0s 365us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 441/500 326/326 [==============================] - 0s 387us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 442/500 326/326 [==============================] - 0s 411us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 443/500 326/326 [==============================] - 0s 385us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 444/500 326/326 [==============================] - 0s 392us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 445/500 326/326 [==============================] - 0s 385us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 446/500 326/326 [==============================] - 0s 364us/step - loss: 0.1882 - accuracy: 0.9319 Epoch 447/500 326/326 [==============================] - 0s 372us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 448/500 326/326 [==============================] - 0s 472us/step - loss: 0.1883 - accuracy: 0.9314 Epoch 449/500 326/326 [==============================] - 0s 408us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 450/500 326/326 [==============================] - 0s 387us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 451/500 326/326 [==============================] - 0s 353us/step - loss: 0.1889 - accuracy: 0.9305 Epoch 452/500 326/326 [==============================] - 0s 370us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 453/500 326/326 [==============================] - 0s 404us/step - loss: 0.1886 - accuracy: 0.9314 Epoch 454/500 326/326 [==============================] - 0s 363us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 455/500 326/326 [==============================] - 0s 364us/step - loss: 0.1886 - accuracy: 0.9301 Epoch 456/500 326/326 [==============================] - 0s 380us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 457/500 326/326 [==============================] - 0s 398us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 458/500 326/326 [==============================] - 0s 359us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 459/500 326/326 [==============================] - 0s 365us/step - loss: 0.1880 - accuracy: 0.9307 Epoch 460/500 326/326 [==============================] - 0s 387us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 461/500 326/326 [==============================] - 0s 398us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 462/500 326/326 [==============================] - 0s 390us/step - loss: 0.1886 - accuracy: 0.9301 Epoch 463/500 326/326 [==============================] - 0s 398us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 464/500 326/326 [==============================] - 0s 386us/step - loss: 0.1882 - accuracy: 0.9317 Epoch 465/500 326/326 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 466/500 326/326 [==============================] - 0s 359us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 467/500 326/326 [==============================] - 0s 357us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 468/500 326/326 [==============================] - 0s 360us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 469/500 326/326 [==============================] - 0s 378us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 470/500 326/326 [==============================] - 0s 366us/step - loss: 0.1881 - accuracy: 0.9314 Epoch 471/500 326/326 [==============================] - 0s 355us/step - loss: 0.1880 - accuracy: 0.9305 Epoch 472/500 326/326 [==============================] - 0s 352us/step - loss: 0.1881 - accuracy: 0.9309 Epoch 473/500 326/326 [==============================] - 0s 358us/step - loss: 0.1883 - accuracy: 0.9313 Epoch 474/500 326/326 [==============================] - 0s 387us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 475/500 326/326 [==============================] - 0s 379us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 476/500 326/326 [==============================] - 0s 360us/step - loss: 0.1876 - accuracy: 0.9313 Epoch 477/500 326/326 [==============================] - 0s 381us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 478/500 326/326 [==============================] - 0s 392us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 479/500 326/326 [==============================] - 0s 361us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 480/500 326/326 [==============================] - 0s 373us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 481/500 326/326 [==============================] - 0s 397us/step - loss: 0.1883 - accuracy: 0.9313 Epoch 482/500 326/326 [==============================] - 0s 359us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 483/500 326/326 [==============================] - 0s 380us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 484/500 326/326 [==============================] - 0s 404us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 485/500 326/326 [==============================] - 0s 362us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 486/500 326/326 [==============================] - 0s 392us/step - loss: 0.1879 - accuracy: 0.9307 Epoch 487/500 326/326 [==============================] - 0s 394us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 488/500 326/326 [==============================] - 0s 374us/step - loss: 0.1888 - accuracy: 0.9303 Epoch 489/500 326/326 [==============================] - 0s 378us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 490/500 326/326 [==============================] - 0s 357us/step - loss: 0.1884 - accuracy: 0.9302 Epoch 491/500 326/326 [==============================] - 0s 359us/step - loss: 0.1881 - accuracy: 0.9308 Epoch 492/500 326/326 [==============================] - 0s 359us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 493/500 326/326 [==============================] - 0s 356us/step - loss: 0.1880 - accuracy: 0.9302 Epoch 494/500 326/326 [==============================] - 0s 358us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 495/500 326/326 [==============================] - 0s 370us/step - loss: 0.1880 - accuracy: 0.9304 Epoch 496/500 326/326 [==============================] - 0s 361us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 497/500 326/326 [==============================] - 0s 360us/step - loss: 0.1885 - accuracy: 0.9299 Epoch 498/500 326/326 [==============================] - 0s 360us/step - loss: 0.1880 - accuracy: 0.9307 Epoch 499/500 326/326 [==============================] - 0s 363us/step - loss: 0.1881 - accuracy: 0.9309 Epoch 500/500 326/326 [==============================] - 0s 355us/step - loss: 0.1878 - accuracy: 0.9305 29/29 [==============================] - 0s 336us/step Epoch 1/500 326/326 [==============================] - 0s 393us/step - loss: 0.4049 - accuracy: 0.9305 Epoch 2/500 326/326 [==============================] - 0s 371us/step - loss: 0.2059 - accuracy: 0.9305 Epoch 3/500 326/326 [==============================] - 0s 355us/step - loss: 0.1993 - accuracy: 0.9305 Epoch 4/500 326/326 [==============================] - 0s 353us/step - loss: 0.1975 - accuracy: 0.9305 Epoch 5/500 326/326 [==============================] - 0s 362us/step - loss: 0.1962 - accuracy: 0.9305 Epoch 6/500 326/326 [==============================] - 0s 371us/step - loss: 0.1954 - accuracy: 0.9305 Epoch 7/500 326/326 [==============================] - 0s 363us/step - loss: 0.1948 - accuracy: 0.9305 Epoch 8/500 326/326 [==============================] - 0s 355us/step - loss: 0.1944 - accuracy: 0.9305 Epoch 9/500 326/326 [==============================] - 0s 356us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 10/500 326/326 [==============================] - 0s 374us/step - loss: 0.1943 - accuracy: 0.9305 Epoch 11/500 326/326 [==============================] - 0s 362us/step - loss: 0.1940 - accuracy: 0.9305 Epoch 12/500 326/326 [==============================] - 0s 368us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 13/500 326/326 [==============================] - 0s 358us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 14/500 326/326 [==============================] - 0s 353us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 15/500 326/326 [==============================] - 0s 376us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 16/500 326/326 [==============================] - 0s 374us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 17/500 326/326 [==============================] - 0s 384us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 18/500 326/326 [==============================] - 0s 420us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 19/500 326/326 [==============================] - 0s 361us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 20/500 326/326 [==============================] - 0s 361us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 21/500 326/326 [==============================] - 0s 366us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 22/500 326/326 [==============================] - 0s 392us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 23/500 326/326 [==============================] - 0s 369us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 24/500 326/326 [==============================] - 0s 363us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 25/500 326/326 [==============================] - 0s 378us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 26/500 326/326 [==============================] - 0s 373us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 27/500 326/326 [==============================] - 0s 364us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 28/500 326/326 [==============================] - 0s 386us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 29/500 326/326 [==============================] - 0s 358us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 30/500 326/326 [==============================] - 0s 361us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 31/500 326/326 [==============================] - 0s 371us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 32/500 326/326 [==============================] - 0s 357us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 33/500 326/326 [==============================] - 0s 355us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 34/500 326/326 [==============================] - 0s 351us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 35/500 326/326 [==============================] - 0s 355us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 36/500 326/326 [==============================] - 0s 356us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 37/500 326/326 [==============================] - 0s 354us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 38/500 326/326 [==============================] - 0s 356us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 39/500 326/326 [==============================] - 0s 360us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 40/500 326/326 [==============================] - 0s 354us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 41/500 326/326 [==============================] - 0s 359us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 42/500 326/326 [==============================] - 0s 358us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 43/500 326/326 [==============================] - 0s 366us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 44/500 326/326 [==============================] - 0s 360us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 45/500 326/326 [==============================] - 0s 363us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 46/500 326/326 [==============================] - 0s 361us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 47/500 326/326 [==============================] - 0s 360us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 48/500 326/326 [==============================] - 0s 358us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 49/500 326/326 [==============================] - 0s 358us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 50/500 326/326 [==============================] - 0s 357us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 51/500 326/326 [==============================] - 0s 345us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 52/500 326/326 [==============================] - 0s 355us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 53/500 326/326 [==============================] - 0s 355us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 54/500 326/326 [==============================] - 0s 358us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 55/500 326/326 [==============================] - 0s 360us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 56/500 326/326 [==============================] - 0s 371us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 57/500 326/326 [==============================] - 0s 371us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 58/500 326/326 [==============================] - 0s 385us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 59/500 326/326 [==============================] - 0s 361us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 60/500 326/326 [==============================] - 0s 376us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 61/500 326/326 [==============================] - 0s 363us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 62/500 326/326 [==============================] - 0s 363us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 63/500 326/326 [==============================] - 0s 364us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 64/500 326/326 [==============================] - 0s 369us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 65/500 326/326 [==============================] - 0s 369us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 66/500 326/326 [==============================] - 0s 359us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 67/500 326/326 [==============================] - 0s 374us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 68/500 326/326 [==============================] - 0s 345us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 69/500 326/326 [==============================] - 0s 357us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 70/500 326/326 [==============================] - 0s 397us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 71/500 326/326 [==============================] - 0s 418us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 72/500 326/326 [==============================] - 0s 383us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 73/500 326/326 [==============================] - 0s 378us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 74/500 326/326 [==============================] - 0s 381us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 75/500 326/326 [==============================] - 0s 370us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 76/500 326/326 [==============================] - 0s 371us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 77/500 326/326 [==============================] - 0s 387us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 78/500 326/326 [==============================] - 0s 375us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 79/500 326/326 [==============================] - 0s 395us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 80/500 326/326 [==============================] - 0s 396us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 81/500 326/326 [==============================] - 0s 392us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 82/500 326/326 [==============================] - 0s 386us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 83/500 326/326 [==============================] - 0s 398us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 84/500 326/326 [==============================] - 0s 406us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 85/500 326/326 [==============================] - 0s 413us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 86/500 326/326 [==============================] - 0s 408us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 87/500 326/326 [==============================] - 0s 416us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 88/500 326/326 [==============================] - 0s 396us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 89/500 326/326 [==============================] - 0s 400us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 90/500 326/326 [==============================] - 0s 403us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 91/500 326/326 [==============================] - 0s 400us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 92/500 326/326 [==============================] - 0s 385us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 93/500 326/326 [==============================] - 0s 401us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 94/500 326/326 [==============================] - 0s 401us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 95/500 326/326 [==============================] - 0s 399us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 96/500 326/326 [==============================] - 0s 396us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 97/500 326/326 [==============================] - 0s 398us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 98/500 326/326 [==============================] - 0s 408us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 99/500 326/326 [==============================] - 0s 399us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 100/500 326/326 [==============================] - 0s 393us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 101/500 326/326 [==============================] - 0s 399us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 102/500 326/326 [==============================] - 0s 392us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 103/500 326/326 [==============================] - 0s 394us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 104/500 326/326 [==============================] - 0s 403us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 105/500 326/326 [==============================] - 0s 395us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 106/500 326/326 [==============================] - 0s 392us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 107/500 326/326 [==============================] - 0s 393us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 108/500 326/326 [==============================] - 0s 397us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 109/500 326/326 [==============================] - 0s 396us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 110/500 326/326 [==============================] - 0s 392us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 111/500 326/326 [==============================] - 0s 392us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 112/500 326/326 [==============================] - 0s 396us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 113/500 326/326 [==============================] - 0s 393us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 114/500 326/326 [==============================] - 0s 396us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 115/500 326/326 [==============================] - 0s 398us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 116/500 326/326 [==============================] - 0s 388us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 117/500 326/326 [==============================] - 0s 396us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 118/500 326/326 [==============================] - 0s 399us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 119/500 326/326 [==============================] - 0s 400us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 120/500 326/326 [==============================] - 0s 384us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 121/500 326/326 [==============================] - 0s 389us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 122/500 326/326 [==============================] - 0s 397us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 123/500 326/326 [==============================] - 0s 386us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 124/500 326/326 [==============================] - 0s 394us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 125/500 326/326 [==============================] - 0s 393us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 126/500 326/326 [==============================] - 0s 392us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 127/500 326/326 [==============================] - 0s 394us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 128/500 326/326 [==============================] - 0s 383us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 129/500 326/326 [==============================] - 0s 381us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 130/500 326/326 [==============================] - 0s 391us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 131/500 326/326 [==============================] - 0s 398us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 132/500 326/326 [==============================] - 0s 392us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 133/500 326/326 [==============================] - 0s 402us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 134/500 326/326 [==============================] - 0s 392us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 135/500 326/326 [==============================] - 0s 387us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 136/500 326/326 [==============================] - 0s 399us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 137/500 326/326 [==============================] - 0s 406us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 138/500 326/326 [==============================] - 0s 399us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 139/500 326/326 [==============================] - 0s 398us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 140/500 326/326 [==============================] - 0s 398us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 141/500 326/326 [==============================] - 0s 391us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 142/500 326/326 [==============================] - 0s 399us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 143/500 326/326 [==============================] - 0s 394us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 144/500 326/326 [==============================] - 0s 381us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 145/500 326/326 [==============================] - 0s 388us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 146/500 326/326 [==============================] - 0s 400us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 147/500 326/326 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 148/500 326/326 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 149/500 326/326 [==============================] - 0s 399us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 150/500 326/326 [==============================] - 0s 395us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 151/500 326/326 [==============================] - 0s 398us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 152/500 326/326 [==============================] - 0s 464us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 153/500 326/326 [==============================] - 0s 398us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 154/500 326/326 [==============================] - 0s 396us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 155/500 326/326 [==============================] - 0s 397us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 156/500 326/326 [==============================] - 0s 398us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 157/500 326/326 [==============================] - 0s 401us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 158/500 326/326 [==============================] - 0s 390us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 159/500 326/326 [==============================] - 0s 392us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 160/500 326/326 [==============================] - 0s 395us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 161/500 326/326 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 162/500 326/326 [==============================] - 0s 389us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 163/500 326/326 [==============================] - 0s 404us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 164/500 326/326 [==============================] - 0s 394us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 165/500 326/326 [==============================] - 0s 398us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 166/500 326/326 [==============================] - 0s 391us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 167/500 326/326 [==============================] - 0s 392us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 168/500 326/326 [==============================] - 0s 393us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 169/500 326/326 [==============================] - 0s 394us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 170/500 326/326 [==============================] - 0s 398us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 171/500 326/326 [==============================] - 0s 399us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 172/500 326/326 [==============================] - 0s 384us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 173/500 326/326 [==============================] - 0s 386us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 174/500 326/326 [==============================] - 0s 398us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 175/500 326/326 [==============================] - 0s 388us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 176/500 326/326 [==============================] - 0s 394us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 177/500 326/326 [==============================] - 0s 401us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 178/500 326/326 [==============================] - 0s 452us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 179/500 326/326 [==============================] - 0s 396us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 180/500 326/326 [==============================] - 0s 390us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 181/500 326/326 [==============================] - 0s 385us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 182/500 326/326 [==============================] - 0s 394us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 183/500 326/326 [==============================] - 0s 389us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 184/500 326/326 [==============================] - 0s 403us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 185/500 326/326 [==============================] - 0s 403us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 186/500 326/326 [==============================] - 0s 389us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 187/500 326/326 [==============================] - 0s 397us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 188/500 326/326 [==============================] - 0s 399us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 189/500 326/326 [==============================] - 0s 395us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 190/500 326/326 [==============================] - 0s 403us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 191/500 326/326 [==============================] - 0s 406us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 192/500 326/326 [==============================] - 0s 400us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 193/500 326/326 [==============================] - 0s 399us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 194/500 326/326 [==============================] - 0s 399us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 195/500 326/326 [==============================] - 0s 403us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 196/500 326/326 [==============================] - 0s 390us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 197/500 326/326 [==============================] - 0s 393us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 198/500 326/326 [==============================] - 0s 395us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 199/500 326/326 [==============================] - 0s 397us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 200/500 326/326 [==============================] - 0s 384us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 201/500 326/326 [==============================] - 0s 394us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 202/500 326/326 [==============================] - 0s 397us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 203/500 326/326 [==============================] - 0s 386us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 204/500 326/326 [==============================] - 0s 388us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 205/500 326/326 [==============================] - 0s 395us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 206/500 326/326 [==============================] - 0s 395us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 207/500 326/326 [==============================] - 0s 385us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 208/500 326/326 [==============================] - 0s 402us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 209/500 326/326 [==============================] - 0s 444us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 210/500 326/326 [==============================] - 0s 402us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 211/500 326/326 [==============================] - 0s 397us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 212/500 326/326 [==============================] - 0s 392us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 213/500 326/326 [==============================] - 0s 396us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 214/500 326/326 [==============================] - 0s 394us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 215/500 326/326 [==============================] - 0s 398us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 216/500 326/326 [==============================] - 0s 387us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 217/500 326/326 [==============================] - 0s 394us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 218/500 326/326 [==============================] - 0s 392us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 219/500 326/326 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 220/500 326/326 [==============================] - 0s 381us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 221/500 326/326 [==============================] - 0s 386us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 222/500 326/326 [==============================] - 0s 389us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 223/500 326/326 [==============================] - 0s 387us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 224/500 326/326 [==============================] - 0s 390us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 225/500 326/326 [==============================] - 0s 401us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 226/500 326/326 [==============================] - 0s 385us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 227/500 326/326 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 228/500 326/326 [==============================] - 0s 398us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 229/500 326/326 [==============================] - 0s 394us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 230/500 326/326 [==============================] - 0s 395us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 231/500 326/326 [==============================] - 0s 378us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 232/500 326/326 [==============================] - 0s 392us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 233/500 326/326 [==============================] - 0s 389us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 234/500 326/326 [==============================] - 0s 389us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 235/500 326/326 [==============================] - 0s 396us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 236/500 326/326 [==============================] - 0s 393us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 237/500 326/326 [==============================] - 0s 395us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 238/500 326/326 [==============================] - 0s 379us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 239/500 326/326 [==============================] - 0s 394us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 240/500 326/326 [==============================] - 0s 396us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 241/500 326/326 [==============================] - 0s 398us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 242/500 326/326 [==============================] - 0s 391us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 243/500 326/326 [==============================] - 0s 392us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 244/500 326/326 [==============================] - 0s 395us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 245/500 326/326 [==============================] - 0s 395us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 246/500 326/326 [==============================] - 0s 400us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 247/500 326/326 [==============================] - 0s 380us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 248/500 326/326 [==============================] - 0s 382us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 249/500 326/326 [==============================] - 0s 391us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 250/500 326/326 [==============================] - 0s 399us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 251/500 326/326 [==============================] - 0s 390us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 252/500 326/326 [==============================] - 0s 391us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 253/500 326/326 [==============================] - 0s 431us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 254/500 326/326 [==============================] - 0s 407us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 255/500 326/326 [==============================] - 0s 400us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 256/500 326/326 [==============================] - 0s 388us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 257/500 326/326 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 258/500 326/326 [==============================] - 0s 398us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 259/500 326/326 [==============================] - 0s 396us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 260/500 326/326 [==============================] - 0s 395us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 261/500 326/326 [==============================] - 0s 392us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 262/500 326/326 [==============================] - 0s 397us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 263/500 326/326 [==============================] - 0s 389us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 264/500 326/326 [==============================] - 0s 393us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 265/500 326/326 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 266/500 326/326 [==============================] - 0s 397us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 267/500 326/326 [==============================] - 0s 397us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 268/500 326/326 [==============================] - 0s 388us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 269/500 326/326 [==============================] - 0s 388us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 270/500 326/326 [==============================] - 0s 381us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 271/500 326/326 [==============================] - 0s 393us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 272/500 326/326 [==============================] - 0s 388us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 273/500 326/326 [==============================] - 0s 390us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 274/500 326/326 [==============================] - 0s 393us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 275/500 326/326 [==============================] - 0s 387us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 276/500 326/326 [==============================] - 0s 381us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 277/500 326/326 [==============================] - 0s 390us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 278/500 326/326 [==============================] - 0s 384us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 279/500 326/326 [==============================] - 0s 392us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 280/500 326/326 [==============================] - 0s 403us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 281/500 326/326 [==============================] - 0s 392us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 282/500 326/326 [==============================] - 0s 393us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 283/500 326/326 [==============================] - 0s 396us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 284/500 326/326 [==============================] - 0s 393us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 285/500 326/326 [==============================] - 0s 387us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 286/500 326/326 [==============================] - 0s 393us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 287/500 326/326 [==============================] - 0s 392us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 288/500 326/326 [==============================] - 0s 394us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 289/500 326/326 [==============================] - 0s 387us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 290/500 326/326 [==============================] - 0s 390us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 291/500 326/326 [==============================] - 0s 392us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 292/500 326/326 [==============================] - 0s 385us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 293/500 326/326 [==============================] - 0s 395us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 294/500 326/326 [==============================] - 0s 395us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 295/500 326/326 [==============================] - 0s 392us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 296/500 326/326 [==============================] - 0s 382us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 297/500 326/326 [==============================] - 0s 391us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 298/500 326/326 [==============================] - 0s 387us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 299/500 326/326 [==============================] - 0s 397us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 300/500 326/326 [==============================] - 0s 395us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 301/500 326/326 [==============================] - 0s 396us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 302/500 326/326 [==============================] - 0s 392us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 303/500 326/326 [==============================] - 0s 396us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 304/500 326/326 [==============================] - 0s 393us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 305/500 326/326 [==============================] - 0s 394us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 306/500 326/326 [==============================] - 0s 398us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 307/500 326/326 [==============================] - 0s 395us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 308/500 326/326 [==============================] - 0s 386us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 309/500 326/326 [==============================] - 0s 395us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 310/500 326/326 [==============================] - 0s 391us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 311/500 326/326 [==============================] - 0s 395us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 312/500 326/326 [==============================] - 0s 390us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 313/500 326/326 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 314/500 326/326 [==============================] - 0s 380us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 315/500 326/326 [==============================] - 0s 381us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 316/500 326/326 [==============================] - 0s 395us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 317/500 326/326 [==============================] - 0s 404us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 318/500 326/326 [==============================] - 0s 402us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 319/500 326/326 [==============================] - 0s 395us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 320/500 326/326 [==============================] - 0s 399us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 321/500 326/326 [==============================] - 0s 399us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 322/500 326/326 [==============================] - 0s 395us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 323/500 326/326 [==============================] - 0s 392us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 324/500 326/326 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 325/500 326/326 [==============================] - 0s 397us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 326/500 326/326 [==============================] - 0s 390us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 327/500 326/326 [==============================] - 0s 393us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 328/500 326/326 [==============================] - 0s 395us/step - loss: 0.1909 - accuracy: 0.9320 Epoch 329/500 326/326 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 330/500 326/326 [==============================] - 0s 389us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 331/500 326/326 [==============================] - 0s 398us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 332/500 326/326 [==============================] - 0s 392us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 333/500 326/326 [==============================] - 0s 398us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 334/500 326/326 [==============================] - 0s 391us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 335/500 326/326 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 336/500 326/326 [==============================] - 0s 387us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 337/500 326/326 [==============================] - 0s 403us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 338/500 326/326 [==============================] - 0s 380us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 339/500 326/326 [==============================] - 0s 393us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 340/500 326/326 [==============================] - 0s 396us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 341/500 326/326 [==============================] - 0s 379us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 342/500 326/326 [==============================] - 0s 386us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 343/500 326/326 [==============================] - 0s 388us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 344/500 326/326 [==============================] - 0s 387us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 345/500 326/326 [==============================] - 0s 387us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 346/500 326/326 [==============================] - 0s 390us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 347/500 326/326 [==============================] - 0s 387us/step - loss: 0.1910 - accuracy: 0.9320 Epoch 348/500 326/326 [==============================] - 0s 392us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 349/500 326/326 [==============================] - 0s 378us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 350/500 326/326 [==============================] - 0s 389us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 351/500 326/326 [==============================] - 0s 395us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 352/500 326/326 [==============================] - 0s 400us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 353/500 326/326 [==============================] - 0s 379us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 354/500 326/326 [==============================] - 0s 390us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 355/500 326/326 [==============================] - 0s 390us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 356/500 326/326 [==============================] - 0s 396us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 357/500 326/326 [==============================] - 0s 395us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 358/500 326/326 [==============================] - 0s 390us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 359/500 326/326 [==============================] - 0s 391us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 360/500 326/326 [==============================] - 0s 390us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 361/500 326/326 [==============================] - 0s 394us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 362/500 326/326 [==============================] - 0s 387us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 363/500 326/326 [==============================] - 0s 391us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 364/500 326/326 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 365/500 326/326 [==============================] - 0s 383us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 366/500 326/326 [==============================] - 0s 390us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 367/500 326/326 [==============================] - 0s 387us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 368/500 326/326 [==============================] - 0s 389us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 369/500 326/326 [==============================] - 0s 396us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 370/500 326/326 [==============================] - 0s 385us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 371/500 326/326 [==============================] - 0s 389us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 372/500 326/326 [==============================] - 0s 390us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 373/500 326/326 [==============================] - 0s 392us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 374/500 326/326 [==============================] - 0s 394us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 375/500 326/326 [==============================] - 0s 395us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 376/500 326/326 [==============================] - 0s 387us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 377/500 326/326 [==============================] - 0s 380us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 378/500 326/326 [==============================] - 0s 392us/step - loss: 0.1912 - accuracy: 0.9318 Epoch 379/500 326/326 [==============================] - 0s 394us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 380/500 326/326 [==============================] - 0s 378us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 381/500 326/326 [==============================] - 0s 386us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 382/500 326/326 [==============================] - 0s 390us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 383/500 326/326 [==============================] - 0s 396us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 384/500 326/326 [==============================] - 0s 400us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 385/500 326/326 [==============================] - 0s 392us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 386/500 326/326 [==============================] - 0s 390us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 387/500 326/326 [==============================] - 0s 395us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 388/500 326/326 [==============================] - 0s 385us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 389/500 326/326 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 390/500 326/326 [==============================] - 0s 397us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 391/500 326/326 [==============================] - 0s 386us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 392/500 326/326 [==============================] - 0s 382us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 393/500 326/326 [==============================] - 0s 387us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 394/500 326/326 [==============================] - 0s 384us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 395/500 326/326 [==============================] - 0s 375us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 396/500 326/326 [==============================] - 0s 381us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 397/500 326/326 [==============================] - 0s 389us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 398/500 326/326 [==============================] - 0s 394us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 399/500 326/326 [==============================] - 0s 385us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 400/500 326/326 [==============================] - 0s 376us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 401/500 326/326 [==============================] - 0s 378us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 402/500 326/326 [==============================] - 0s 404us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 403/500 326/326 [==============================] - 0s 403us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 404/500 326/326 [==============================] - 0s 400us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 405/500 326/326 [==============================] - 0s 397us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 406/500 326/326 [==============================] - 0s 402us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 407/500 326/326 [==============================] - 0s 406us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 408/500 326/326 [==============================] - 0s 392us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 409/500 326/326 [==============================] - 0s 408us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 410/500 326/326 [==============================] - 0s 409us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 411/500 326/326 [==============================] - 0s 400us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 412/500 326/326 [==============================] - 0s 417us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 413/500 326/326 [==============================] - 0s 397us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 414/500 326/326 [==============================] - 0s 395us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 415/500 326/326 [==============================] - 0s 388us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 416/500 326/326 [==============================] - 0s 394us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 417/500 326/326 [==============================] - 0s 384us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 418/500 326/326 [==============================] - 0s 397us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 419/500 326/326 [==============================] - 0s 389us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 420/500 326/326 [==============================] - 0s 390us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 421/500 326/326 [==============================] - 0s 385us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 422/500 326/326 [==============================] - 0s 392us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 423/500 326/326 [==============================] - 0s 460us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 424/500 326/326 [==============================] - 0s 390us/step - loss: 0.1913 - accuracy: 0.9321 Epoch 425/500 326/326 [==============================] - 0s 392us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 426/500 326/326 [==============================] - 0s 385us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 427/500 326/326 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 428/500 326/326 [==============================] - 0s 390us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 429/500 326/326 [==============================] - 0s 399us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 430/500 326/326 [==============================] - 0s 394us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 431/500 326/326 [==============================] - 0s 387us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 432/500 326/326 [==============================] - 0s 385us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 433/500 326/326 [==============================] - 0s 392us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 434/500 326/326 [==============================] - 0s 381us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 435/500 326/326 [==============================] - 0s 393us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 436/500 326/326 [==============================] - 0s 385us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 437/500 326/326 [==============================] - 0s 392us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 438/500 326/326 [==============================] - 0s 397us/step - loss: 0.1912 - accuracy: 0.9321 Epoch 439/500 326/326 [==============================] - 0s 399us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 440/500 326/326 [==============================] - 0s 411us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 441/500 326/326 [==============================] - 0s 405us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 442/500 326/326 [==============================] - 0s 384us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 443/500 326/326 [==============================] - 0s 389us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 444/500 326/326 [==============================] - 0s 388us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 445/500 326/326 [==============================] - 0s 387us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 446/500 326/326 [==============================] - 0s 397us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 447/500 326/326 [==============================] - 0s 399us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 448/500 326/326 [==============================] - 0s 392us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 449/500 326/326 [==============================] - 0s 384us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 450/500 326/326 [==============================] - 0s 389us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 451/500 326/326 [==============================] - 0s 384us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 452/500 326/326 [==============================] - 0s 377us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 453/500 326/326 [==============================] - 0s 391us/step - loss: 0.1909 - accuracy: 0.9320 Epoch 454/500 326/326 [==============================] - 0s 390us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 455/500 326/326 [==============================] - 0s 388us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 456/500 326/326 [==============================] - 0s 380us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 457/500 326/326 [==============================] - 0s 386us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 458/500 326/326 [==============================] - 0s 384us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 459/500 326/326 [==============================] - 0s 386us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 460/500 326/326 [==============================] - 0s 391us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 461/500 326/326 [==============================] - 0s 378us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 462/500 326/326 [==============================] - 0s 397us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 463/500 326/326 [==============================] - 0s 390us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 464/500 326/326 [==============================] - 0s 382us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 465/500 326/326 [==============================] - 0s 386us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 466/500 326/326 [==============================] - 0s 386us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 467/500 326/326 [==============================] - 0s 398us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 468/500 326/326 [==============================] - 0s 389us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 469/500 326/326 [==============================] - 0s 394us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 470/500 326/326 [==============================] - 0s 381us/step - loss: 0.1916 - accuracy: 0.9320 Epoch 471/500 326/326 [==============================] - 0s 385us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 472/500 326/326 [==============================] - 0s 379us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 473/500 326/326 [==============================] - 0s 384us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 474/500 326/326 [==============================] - 0s 382us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 475/500 326/326 [==============================] - 0s 388us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 476/500 326/326 [==============================] - 0s 388us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 477/500 326/326 [==============================] - 0s 396us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 478/500 326/326 [==============================] - 0s 382us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 479/500 326/326 [==============================] - 0s 382us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 480/500 326/326 [==============================] - 0s 384us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 481/500 326/326 [==============================] - 0s 387us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 482/500 326/326 [==============================] - 0s 393us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 483/500 326/326 [==============================] - 0s 385us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 484/500 326/326 [==============================] - 0s 388us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 485/500 326/326 [==============================] - 0s 396us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 486/500 326/326 [==============================] - 0s 393us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 487/500 326/326 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 488/500 326/326 [==============================] - 0s 413us/step - loss: 0.1911 - accuracy: 0.9320 Epoch 489/500 326/326 [==============================] - 0s 386us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 490/500 326/326 [==============================] - 0s 381us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 491/500 326/326 [==============================] - 0s 381us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 492/500 326/326 [==============================] - 0s 385us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 493/500 326/326 [==============================] - 0s 416us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 494/500 326/326 [==============================] - 0s 391us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 495/500 326/326 [==============================] - 0s 394us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 496/500 326/326 [==============================] - 0s 390us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 497/500 326/326 [==============================] - 0s 459us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 498/500 326/326 [==============================] - 0s 382us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 499/500 326/326 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 500/500 326/326 [==============================] - 0s 389us/step - loss: 0.1912 - accuracy: 0.9315 29/29 [==============================] - 0s 350us/step Epoch 1/500 326/326 [==============================] - 0s 401us/step - loss: 0.3941 - accuracy: 0.9301 Epoch 2/500 326/326 [==============================] - 0s 367us/step - loss: 0.2035 - accuracy: 0.9301 Epoch 3/500 326/326 [==============================] - 0s 389us/step - loss: 0.1982 - accuracy: 0.9301 Epoch 4/500 326/326 [==============================] - 0s 375us/step - loss: 0.1962 - accuracy: 0.9301 Epoch 5/500 326/326 [==============================] - 0s 377us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 6/500 326/326 [==============================] - 0s 378us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 7/500 326/326 [==============================] - 0s 376us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 8/500 326/326 [==============================] - 0s 376us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 9/500 326/326 [==============================] - 0s 380us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 10/500 326/326 [==============================] - 0s 368us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 11/500 326/326 [==============================] - 0s 370us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 12/500 326/326 [==============================] - 0s 380us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 13/500 326/326 [==============================] - 0s 381us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 14/500 326/326 [==============================] - 0s 379us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 15/500 326/326 [==============================] - 0s 377us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 16/500 326/326 [==============================] - 0s 384us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 17/500 326/326 [==============================] - 0s 376us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 18/500 326/326 [==============================] - 0s 375us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 19/500 326/326 [==============================] - 0s 358us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 20/500 326/326 [==============================] - 0s 372us/step - loss: 0.1918 - accuracy: 0.9298 Epoch 21/500 326/326 [==============================] - 0s 371us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 22/500 326/326 [==============================] - 0s 385us/step - loss: 0.1921 - accuracy: 0.9299 Epoch 23/500 326/326 [==============================] - 0s 369us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 24/500 326/326 [==============================] - 0s 385us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 25/500 326/326 [==============================] - 0s 373us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 26/500 326/326 [==============================] - 0s 380us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 27/500 326/326 [==============================] - 0s 369us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 28/500 326/326 [==============================] - 0s 376us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 29/500 326/326 [==============================] - 0s 384us/step - loss: 0.1921 - accuracy: 0.9299 Epoch 30/500 326/326 [==============================] - 0s 380us/step - loss: 0.1921 - accuracy: 0.9302 Epoch 31/500 326/326 [==============================] - 0s 389us/step - loss: 0.1922 - accuracy: 0.9298 Epoch 32/500 326/326 [==============================] - 0s 372us/step - loss: 0.1921 - accuracy: 0.9302 Epoch 33/500 326/326 [==============================] - 0s 382us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 34/500 326/326 [==============================] - 0s 369us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 35/500 326/326 [==============================] - 0s 387us/step - loss: 0.1918 - accuracy: 0.9299 Epoch 36/500 326/326 [==============================] - 0s 382us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 37/500 326/326 [==============================] - 0s 381us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 38/500 326/326 [==============================] - 0s 377us/step - loss: 0.1918 - accuracy: 0.9302 Epoch 39/500 326/326 [==============================] - 0s 387us/step - loss: 0.1916 - accuracy: 0.9299 Epoch 40/500 326/326 [==============================] - 0s 367us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 41/500 326/326 [==============================] - 0s 381us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 42/500 326/326 [==============================] - 0s 378us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 43/500 326/326 [==============================] - 0s 375us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 44/500 326/326 [==============================] - 0s 371us/step - loss: 0.1918 - accuracy: 0.9298 Epoch 45/500 326/326 [==============================] - 0s 380us/step - loss: 0.1918 - accuracy: 0.9297 Epoch 46/500 326/326 [==============================] - 0s 372us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 47/500 326/326 [==============================] - 0s 385us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 48/500 326/326 [==============================] - 0s 381us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 49/500 326/326 [==============================] - 0s 362us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 50/500 326/326 [==============================] - 0s 379us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 51/500 326/326 [==============================] - 0s 375us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 52/500 326/326 [==============================] - 0s 365us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 53/500 326/326 [==============================] - 0s 379us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 54/500 326/326 [==============================] - 0s 378us/step - loss: 0.1915 - accuracy: 0.9297 Epoch 55/500 326/326 [==============================] - 0s 371us/step - loss: 0.1920 - accuracy: 0.9299 Epoch 56/500 326/326 [==============================] - 0s 381us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 57/500 326/326 [==============================] - 0s 377us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 58/500 326/326 [==============================] - 0s 369us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 59/500 326/326 [==============================] - 0s 382us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 60/500 326/326 [==============================] - 0s 375us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 61/500 326/326 [==============================] - 0s 389us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 62/500 326/326 [==============================] - 0s 384us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 63/500 326/326 [==============================] - 0s 408us/step - loss: 0.1917 - accuracy: 0.9302 Epoch 64/500 326/326 [==============================] - 0s 388us/step - loss: 0.1916 - accuracy: 0.9299 Epoch 65/500 326/326 [==============================] - 0s 379us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 66/500 326/326 [==============================] - 0s 392us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 67/500 326/326 [==============================] - 0s 372us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 68/500 326/326 [==============================] - 0s 391us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 69/500 326/326 [==============================] - 0s 380us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 70/500 326/326 [==============================] - 0s 374us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 71/500 326/326 [==============================] - 0s 376us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 72/500 326/326 [==============================] - 0s 379us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 73/500 326/326 [==============================] - 0s 374us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 74/500 326/326 [==============================] - 0s 377us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 75/500 326/326 [==============================] - 0s 380us/step - loss: 0.1912 - accuracy: 0.9299 Epoch 76/500 326/326 [==============================] - 0s 367us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 77/500 326/326 [==============================] - 0s 379us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 78/500 326/326 [==============================] - 0s 382us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 79/500 326/326 [==============================] - 0s 392us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 80/500 326/326 [==============================] - 0s 375us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 81/500 326/326 [==============================] - 0s 372us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 82/500 326/326 [==============================] - 0s 379us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 83/500 326/326 [==============================] - 0s 387us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 84/500 326/326 [==============================] - 0s 373us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 85/500 326/326 [==============================] - 0s 380us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 86/500 326/326 [==============================] - 0s 374us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 87/500 326/326 [==============================] - 0s 379us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 88/500 326/326 [==============================] - 0s 374us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 89/500 326/326 [==============================] - 0s 390us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 90/500 326/326 [==============================] - 0s 370us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 91/500 326/326 [==============================] - 0s 374us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 92/500 326/326 [==============================] - 0s 373us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 93/500 326/326 [==============================] - 0s 383us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 94/500 326/326 [==============================] - 0s 380us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 95/500 326/326 [==============================] - 0s 376us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 96/500 326/326 [==============================] - 0s 377us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 97/500 326/326 [==============================] - 0s 375us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 98/500 326/326 [==============================] - 0s 382us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 99/500 326/326 [==============================] - 0s 381us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 100/500 326/326 [==============================] - 0s 390us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 101/500 326/326 [==============================] - 0s 400us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 102/500 326/326 [==============================] - 0s 393us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 103/500 326/326 [==============================] - 0s 386us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 104/500 326/326 [==============================] - 0s 366us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 105/500 326/326 [==============================] - 0s 375us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 106/500 326/326 [==============================] - 0s 375us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 107/500 326/326 [==============================] - 0s 371us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 108/500 326/326 [==============================] - 0s 381us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 109/500 326/326 [==============================] - 0s 378us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 110/500 326/326 [==============================] - 0s 388us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 111/500 326/326 [==============================] - 0s 370us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 112/500 326/326 [==============================] - 0s 381us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 113/500 326/326 [==============================] - 0s 372us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 114/500 326/326 [==============================] - 0s 393us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 115/500 326/326 [==============================] - 0s 381us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 116/500 326/326 [==============================] - 0s 384us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 117/500 326/326 [==============================] - 0s 376us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 118/500 326/326 [==============================] - 0s 370us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 119/500 326/326 [==============================] - 0s 384us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 120/500 326/326 [==============================] - 0s 373us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 121/500 326/326 [==============================] - 0s 394us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 122/500 326/326 [==============================] - 0s 380us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 123/500 326/326 [==============================] - 0s 386us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 124/500 326/326 [==============================] - 0s 367us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 125/500 326/326 [==============================] - 0s 438us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 126/500 326/326 [==============================] - 0s 375us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 127/500 326/326 [==============================] - 0s 391us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 128/500 326/326 [==============================] - 0s 380us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 129/500 326/326 [==============================] - 0s 370us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 130/500 326/326 [==============================] - 0s 375us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 131/500 326/326 [==============================] - 0s 370us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 132/500 326/326 [==============================] - 0s 376us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 133/500 326/326 [==============================] - 0s 359us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 134/500 326/326 [==============================] - 0s 388us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 135/500 326/326 [==============================] - 0s 383us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 136/500 326/326 [==============================] - 0s 386us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 137/500 326/326 [==============================] - 0s 381us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 138/500 326/326 [==============================] - 0s 377us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 139/500 326/326 [==============================] - 0s 371us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 140/500 326/326 [==============================] - 0s 381us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 141/500 326/326 [==============================] - 0s 386us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 142/500 326/326 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 143/500 326/326 [==============================] - 0s 383us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 144/500 326/326 [==============================] - 0s 385us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 145/500 326/326 [==============================] - 0s 366us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 146/500 326/326 [==============================] - 0s 375us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 147/500 326/326 [==============================] - 0s 374us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 148/500 326/326 [==============================] - 0s 368us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 149/500 326/326 [==============================] - 0s 369us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 150/500 326/326 [==============================] - 0s 389us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 151/500 326/326 [==============================] - 0s 380us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 152/500 326/326 [==============================] - 0s 366us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 153/500 326/326 [==============================] - 0s 381us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 154/500 326/326 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 155/500 326/326 [==============================] - 0s 372us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 156/500 326/326 [==============================] - 0s 386us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 157/500 326/326 [==============================] - 0s 371us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 158/500 326/326 [==============================] - 0s 376us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 159/500 326/326 [==============================] - 0s 384us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 160/500 326/326 [==============================] - 0s 375us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 161/500 326/326 [==============================] - 0s 377us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 162/500 326/326 [==============================] - 0s 371us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 163/500 326/326 [==============================] - 0s 372us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 164/500 326/326 [==============================] - 0s 384us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 165/500 326/326 [==============================] - 0s 375us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 166/500 326/326 [==============================] - 0s 375us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 167/500 326/326 [==============================] - 0s 384us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 168/500 326/326 [==============================] - 0s 389us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 169/500 326/326 [==============================] - 0s 373us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 170/500 326/326 [==============================] - 0s 386us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 171/500 326/326 [==============================] - 0s 365us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 172/500 326/326 [==============================] - 0s 374us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 173/500 326/326 [==============================] - 0s 379us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 174/500 326/326 [==============================] - 0s 378us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 175/500 326/326 [==============================] - 0s 391us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 176/500 326/326 [==============================] - 0s 371us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 177/500 326/326 [==============================] - 0s 384us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 178/500 326/326 [==============================] - 0s 382us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 179/500 326/326 [==============================] - 0s 377us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 180/500 326/326 [==============================] - 0s 379us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 181/500 326/326 [==============================] - 0s 375us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 182/500 326/326 [==============================] - 0s 366us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 183/500 326/326 [==============================] - 0s 386us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 184/500 326/326 [==============================] - 0s 375us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 185/500 326/326 [==============================] - 0s 384us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 186/500 326/326 [==============================] - 0s 371us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 187/500 326/326 [==============================] - 0s 385us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 188/500 326/326 [==============================] - 0s 376us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 189/500 326/326 [==============================] - 0s 369us/step - loss: 0.1902 - accuracy: 0.9301 Epoch 190/500 326/326 [==============================] - 0s 381us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 191/500 326/326 [==============================] - 0s 403us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 192/500 326/326 [==============================] - 0s 406us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 193/500 326/326 [==============================] - 0s 417us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 194/500 326/326 [==============================] - 0s 401us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 195/500 326/326 [==============================] - 0s 377us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 196/500 326/326 [==============================] - 0s 380us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 197/500 326/326 [==============================] - 0s 374us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 198/500 326/326 [==============================] - 0s 381us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 199/500 326/326 [==============================] - 0s 376us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 200/500 326/326 [==============================] - 0s 366us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 201/500 326/326 [==============================] - 0s 374us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 202/500 326/326 [==============================] - 0s 367us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 203/500 326/326 [==============================] - 0s 357us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 204/500 326/326 [==============================] - 0s 361us/step - loss: 0.1904 - accuracy: 0.9299 Epoch 205/500 326/326 [==============================] - 0s 385us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 206/500 326/326 [==============================] - 0s 368us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 207/500 326/326 [==============================] - 0s 367us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 208/500 326/326 [==============================] - 0s 389us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 209/500 326/326 [==============================] - 0s 366us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 210/500 326/326 [==============================] - 0s 371us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 211/500 326/326 [==============================] - 0s 372us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 212/500 326/326 [==============================] - 0s 374us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 213/500 326/326 [==============================] - 0s 352us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 214/500 326/326 [==============================] - 0s 366us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 215/500 326/326 [==============================] - 0s 450us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 216/500 326/326 [==============================] - 0s 366us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 217/500 326/326 [==============================] - 0s 365us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 218/500 326/326 [==============================] - 0s 368us/step - loss: 0.1900 - accuracy: 0.9303 Epoch 219/500 326/326 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 220/500 326/326 [==============================] - 0s 373us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 221/500 326/326 [==============================] - 0s 365us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 222/500 326/326 [==============================] - 0s 349us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 223/500 326/326 [==============================] - 0s 360us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 224/500 326/326 [==============================] - 0s 356us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 225/500 326/326 [==============================] - 0s 351us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 226/500 326/326 [==============================] - 0s 361us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 227/500 326/326 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 228/500 326/326 [==============================] - 0s 370us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 229/500 326/326 [==============================] - 0s 355us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 230/500 326/326 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 231/500 326/326 [==============================] - 0s 354us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 232/500 326/326 [==============================] - 0s 371us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 233/500 326/326 [==============================] - 0s 369us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 234/500 326/326 [==============================] - 0s 364us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 235/500 326/326 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9297 Epoch 236/500 326/326 [==============================] - 0s 355us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 237/500 326/326 [==============================] - 0s 358us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 238/500 326/326 [==============================] - 0s 348us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 239/500 326/326 [==============================] - 0s 352us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 240/500 326/326 [==============================] - 0s 361us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 241/500 326/326 [==============================] - 0s 367us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 242/500 326/326 [==============================] - 0s 363us/step - loss: 0.1897 - accuracy: 0.9298 Epoch 243/500 326/326 [==============================] - 0s 363us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 244/500 326/326 [==============================] - 0s 363us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 245/500 326/326 [==============================] - 0s 363us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 246/500 326/326 [==============================] - 0s 350us/step - loss: 0.1899 - accuracy: 0.9299 Epoch 247/500 326/326 [==============================] - 0s 354us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 248/500 326/326 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 249/500 326/326 [==============================] - 0s 362us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 250/500 326/326 [==============================] - 0s 371us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 251/500 326/326 [==============================] - 0s 365us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 252/500 326/326 [==============================] - 0s 362us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 253/500 326/326 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 254/500 326/326 [==============================] - 0s 351us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 255/500 326/326 [==============================] - 0s 355us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 256/500 326/326 [==============================] - 0s 354us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 257/500 326/326 [==============================] - 0s 362us/step - loss: 0.1899 - accuracy: 0.9303 Epoch 258/500 326/326 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 259/500 326/326 [==============================] - 0s 349us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 260/500 326/326 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 261/500 326/326 [==============================] - 0s 358us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 262/500 326/326 [==============================] - 0s 352us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 263/500 326/326 [==============================] - 0s 370us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 264/500 326/326 [==============================] - 0s 368us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 265/500 326/326 [==============================] - 0s 360us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 266/500 326/326 [==============================] - 0s 352us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 267/500 326/326 [==============================] - 0s 361us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 268/500 326/326 [==============================] - 0s 364us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 269/500 326/326 [==============================] - 0s 356us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 270/500 326/326 [==============================] - 0s 372us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 271/500 326/326 [==============================] - 0s 370us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 272/500 326/326 [==============================] - 0s 364us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 273/500 326/326 [==============================] - 0s 354us/step - loss: 0.1904 - accuracy: 0.9301 Epoch 274/500 326/326 [==============================] - 0s 358us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 275/500 326/326 [==============================] - 0s 359us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 276/500 326/326 [==============================] - 0s 363us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 277/500 326/326 [==============================] - 0s 363us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 278/500 326/326 [==============================] - 0s 369us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 279/500 326/326 [==============================] - 0s 353us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 280/500 326/326 [==============================] - 0s 355us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 281/500 326/326 [==============================] - 0s 356us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 282/500 326/326 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 283/500 326/326 [==============================] - 0s 369us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 284/500 326/326 [==============================] - 0s 360us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 285/500 326/326 [==============================] - 0s 357us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 286/500 326/326 [==============================] - 0s 348us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 287/500 326/326 [==============================] - 0s 359us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 288/500 326/326 [==============================] - 0s 364us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 289/500 326/326 [==============================] - 0s 365us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 290/500 326/326 [==============================] - 0s 360us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 291/500 326/326 [==============================] - 0s 361us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 292/500 326/326 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 293/500 326/326 [==============================] - 0s 358us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 294/500 326/326 [==============================] - 0s 349us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 295/500 326/326 [==============================] - 0s 354us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 296/500 326/326 [==============================] - 0s 361us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 297/500 326/326 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 298/500 326/326 [==============================] - 0s 358us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 299/500 326/326 [==============================] - 0s 358us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 300/500 326/326 [==============================] - 0s 361us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 301/500 326/326 [==============================] - 0s 360us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 302/500 326/326 [==============================] - 0s 360us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 303/500 326/326 [==============================] - 0s 352us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 304/500 326/326 [==============================] - 0s 362us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 305/500 326/326 [==============================] - 0s 370us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 306/500 326/326 [==============================] - 0s 357us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 307/500 326/326 [==============================] - 0s 350us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 308/500 326/326 [==============================] - 0s 363us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 309/500 326/326 [==============================] - 0s 353us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 310/500 326/326 [==============================] - 0s 357us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 311/500 326/326 [==============================] - 0s 361us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 312/500 326/326 [==============================] - 0s 354us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 313/500 326/326 [==============================] - 0s 352us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 314/500 326/326 [==============================] - 0s 365us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 315/500 326/326 [==============================] - 0s 353us/step - loss: 0.1899 - accuracy: 0.9302 Epoch 316/500 326/326 [==============================] - 0s 362us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 317/500 326/326 [==============================] - 0s 355us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 318/500 326/326 [==============================] - 0s 363us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 319/500 326/326 [==============================] - 0s 359us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 320/500 326/326 [==============================] - 0s 346us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 321/500 326/326 [==============================] - 0s 354us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 322/500 326/326 [==============================] - 0s 357us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 323/500 326/326 [==============================] - 0s 351us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 324/500 326/326 [==============================] - 0s 361us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 325/500 326/326 [==============================] - 0s 390us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 326/500 326/326 [==============================] - 0s 487us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 327/500 326/326 [==============================] - 0s 406us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 328/500 326/326 [==============================] - 0s 375us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 329/500 326/326 [==============================] - 0s 363us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 330/500 326/326 [==============================] - 0s 363us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 331/500 326/326 [==============================] - 0s 360us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 332/500 326/326 [==============================] - 0s 358us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 333/500 326/326 [==============================] - 0s 368us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 334/500 326/326 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 335/500 326/326 [==============================] - 0s 364us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 336/500 326/326 [==============================] - 0s 362us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 337/500 326/326 [==============================] - 0s 365us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 338/500 326/326 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 339/500 326/326 [==============================] - 0s 353us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 340/500 326/326 [==============================] - 0s 364us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 341/500 326/326 [==============================] - 0s 359us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 342/500 326/326 [==============================] - 0s 357us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 343/500 326/326 [==============================] - 0s 364us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 344/500 326/326 [==============================] - 0s 349us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 345/500 326/326 [==============================] - 0s 362us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 346/500 326/326 [==============================] - 0s 365us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 347/500 326/326 [==============================] - 0s 359us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 348/500 326/326 [==============================] - 0s 359us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 349/500 326/326 [==============================] - 0s 364us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 350/500 326/326 [==============================] - 0s 349us/step - loss: 0.1898 - accuracy: 0.9319 Epoch 351/500 326/326 [==============================] - 0s 353us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 352/500 326/326 [==============================] - 0s 355us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 353/500 326/326 [==============================] - 0s 360us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 354/500 326/326 [==============================] - 0s 366us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 355/500 326/326 [==============================] - 0s 375us/step - loss: 0.1898 - accuracy: 0.9320 Epoch 356/500 326/326 [==============================] - 0s 353us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 357/500 326/326 [==============================] - 0s 361us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 358/500 326/326 [==============================] - 0s 439us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 359/500 326/326 [==============================] - 0s 438us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 360/500 326/326 [==============================] - 0s 403us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 361/500 326/326 [==============================] - 0s 399us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 362/500 326/326 [==============================] - 0s 393us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 363/500 326/326 [==============================] - 0s 427us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 364/500 326/326 [==============================] - 0s 394us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 365/500 326/326 [==============================] - 0s 393us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 366/500 326/326 [==============================] - 0s 375us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 367/500 326/326 [==============================] - 0s 388us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 368/500 326/326 [==============================] - 0s 381us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 369/500 326/326 [==============================] - 0s 361us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 370/500 326/326 [==============================] - 0s 379us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 371/500 326/326 [==============================] - 0s 361us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 372/500 326/326 [==============================] - 0s 367us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 373/500 326/326 [==============================] - 0s 353us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 374/500 326/326 [==============================] - 0s 364us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 375/500 326/326 [==============================] - 0s 352us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 376/500 326/326 [==============================] - 0s 368us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 377/500 326/326 [==============================] - 0s 368us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 378/500 326/326 [==============================] - 0s 368us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 379/500 326/326 [==============================] - 0s 370us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 380/500 326/326 [==============================] - 0s 391us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 381/500 326/326 [==============================] - 0s 368us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 382/500 326/326 [==============================] - 0s 380us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 383/500 326/326 [==============================] - 0s 371us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 384/500 326/326 [==============================] - 0s 393us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 385/500 326/326 [==============================] - 0s 394us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 386/500 326/326 [==============================] - 0s 383us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 387/500 326/326 [==============================] - 0s 372us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 388/500 326/326 [==============================] - 0s 381us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 389/500 326/326 [==============================] - 0s 374us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 390/500 326/326 [==============================] - 0s 379us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 391/500 326/326 [==============================] - 0s 387us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 392/500 326/326 [==============================] - 0s 375us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 393/500 326/326 [==============================] - 0s 357us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 394/500 326/326 [==============================] - 0s 379us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 395/500 326/326 [==============================] - 0s 385us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 396/500 326/326 [==============================] - 0s 394us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 397/500 326/326 [==============================] - 0s 368us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 398/500 326/326 [==============================] - 0s 387us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 399/500 326/326 [==============================] - 0s 384us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 400/500 326/326 [==============================] - 0s 386us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 401/500 326/326 [==============================] - 0s 409us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 402/500 326/326 [==============================] - 0s 384us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 403/500 326/326 [==============================] - 0s 396us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 404/500 326/326 [==============================] - 0s 364us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 405/500 326/326 [==============================] - 0s 354us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 406/500 326/326 [==============================] - 0s 359us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 407/500 326/326 [==============================] - 0s 367us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 408/500 326/326 [==============================] - 0s 369us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 409/500 326/326 [==============================] - 0s 380us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 410/500 326/326 [==============================] - 0s 384us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 411/500 326/326 [==============================] - 0s 389us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 412/500 326/326 [==============================] - 0s 362us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 413/500 326/326 [==============================] - 0s 514us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 414/500 326/326 [==============================] - 0s 356us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 415/500 326/326 [==============================] - 0s 339us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 416/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 417/500 326/326 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 418/500 326/326 [==============================] - 0s 344us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 419/500 326/326 [==============================] - 0s 430us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 420/500 326/326 [==============================] - 0s 393us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 421/500 326/326 [==============================] - 0s 362us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 422/500 326/326 [==============================] - 0s 346us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 423/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 424/500 326/326 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 425/500 326/326 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 426/500 326/326 [==============================] - 0s 364us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 427/500 326/326 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 428/500 326/326 [==============================] - 0s 340us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 429/500 326/326 [==============================] - 0s 381us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 430/500 326/326 [==============================] - 0s 362us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 431/500 326/326 [==============================] - 0s 357us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 432/500 326/326 [==============================] - 0s 356us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 433/500 326/326 [==============================] - 0s 361us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 434/500 326/326 [==============================] - 0s 355us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 435/500 326/326 [==============================] - 0s 431us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 436/500 326/326 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 437/500 326/326 [==============================] - 0s 370us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 438/500 326/326 [==============================] - 0s 347us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 439/500 326/326 [==============================] - 0s 365us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 440/500 326/326 [==============================] - 0s 387us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 441/500 326/326 [==============================] - 0s 351us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 442/500 326/326 [==============================] - 0s 361us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 443/500 326/326 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 444/500 326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 445/500 326/326 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 446/500 326/326 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 447/500 326/326 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 448/500 326/326 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 449/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 450/500 326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 451/500 326/326 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 452/500 326/326 [==============================] - 0s 340us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 453/500 326/326 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 454/500 326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 455/500 326/326 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 456/500 326/326 [==============================] - 0s 350us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 457/500 326/326 [==============================] - 0s 360us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 458/500 326/326 [==============================] - 0s 382us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 459/500 326/326 [==============================] - 0s 384us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 460/500 326/326 [==============================] - 0s 357us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 461/500 326/326 [==============================] - 0s 338us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 462/500 326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 463/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 464/500 326/326 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 465/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 466/500 326/326 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 467/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 468/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 469/500 326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 470/500 326/326 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 471/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 472/500 326/326 [==============================] - 0s 413us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 473/500 326/326 [==============================] - 0s 347us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 474/500 326/326 [==============================] - 0s 342us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 475/500 326/326 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 476/500 326/326 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 477/500 326/326 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 478/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 479/500 326/326 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 480/500 326/326 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 481/500 326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 482/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 483/500 326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 484/500 326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 485/500 326/326 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 486/500 326/326 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 487/500 326/326 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 488/500 326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 489/500 326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 490/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 491/500 326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 492/500 326/326 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 493/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 494/500 326/326 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 495/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 496/500 326/326 [==============================] - 0s 341us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 497/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 498/500 326/326 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 499/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 500/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9314 29/29 [==============================] - 0s 317us/step Epoch 1/500 326/326 [==============================] - 0s 370us/step - loss: 0.4833 - accuracy: 0.9289 Epoch 2/500 326/326 [==============================] - 0s 337us/step - loss: 0.2114 - accuracy: 0.9308 Epoch 3/500 326/326 [==============================] - 0s 336us/step - loss: 0.2028 - accuracy: 0.9308 Epoch 4/500 326/326 [==============================] - 0s 335us/step - loss: 0.2002 - accuracy: 0.9308 Epoch 5/500 326/326 [==============================] - 0s 333us/step - loss: 0.1987 - accuracy: 0.9308 Epoch 6/500 326/326 [==============================] - 0s 332us/step - loss: 0.1983 - accuracy: 0.9308 Epoch 7/500 326/326 [==============================] - 0s 336us/step - loss: 0.1972 - accuracy: 0.9308 Epoch 8/500 326/326 [==============================] - 0s 338us/step - loss: 0.1966 - accuracy: 0.9308 Epoch 9/500 326/326 [==============================] - 0s 334us/step - loss: 0.1962 - accuracy: 0.9308 Epoch 10/500 326/326 [==============================] - 0s 334us/step - loss: 0.1953 - accuracy: 0.9308 Epoch 11/500 326/326 [==============================] - 0s 336us/step - loss: 0.1956 - accuracy: 0.9308 Epoch 12/500 326/326 [==============================] - 0s 333us/step - loss: 0.1952 - accuracy: 0.9308 Epoch 13/500 326/326 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9308 Epoch 14/500 326/326 [==============================] - 0s 336us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 15/500 326/326 [==============================] - 0s 337us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 16/500 326/326 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 17/500 326/326 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 18/500 326/326 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 19/500 326/326 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 20/500 326/326 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 21/500 326/326 [==============================] - 0s 341us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 22/500 326/326 [==============================] - 0s 336us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 23/500 326/326 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 24/500 326/326 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 25/500 326/326 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 26/500 326/326 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 27/500 326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 28/500 326/326 [==============================] - 0s 336us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 29/500 326/326 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 30/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 31/500 326/326 [==============================] - 0s 335us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 32/500 326/326 [==============================] - 0s 337us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 33/500 326/326 [==============================] - 0s 335us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 34/500 326/326 [==============================] - 0s 336us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 35/500 326/326 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 36/500 326/326 [==============================] - 0s 335us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 37/500 326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 38/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 39/500 326/326 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 40/500 326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 41/500 326/326 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 42/500 326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 43/500 326/326 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 44/500 326/326 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 45/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 46/500 326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 47/500 326/326 [==============================] - 0s 338us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 48/500 326/326 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 49/500 326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 50/500 326/326 [==============================] - 0s 334us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 51/500 326/326 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 52/500 326/326 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9317 Epoch 53/500 326/326 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 54/500 326/326 [==============================] - 0s 336us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 55/500 326/326 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 56/500 326/326 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9313 Epoch 57/500 326/326 [==============================] - 0s 338us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 58/500 326/326 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 59/500 326/326 [==============================] - 0s 336us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 60/500 326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 61/500 326/326 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 62/500 326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 63/500 326/326 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 64/500 326/326 [==============================] - 0s 335us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 65/500 326/326 [==============================] - 0s 336us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 66/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 67/500 326/326 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 68/500 326/326 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 69/500 326/326 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 70/500 326/326 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 71/500 326/326 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 72/500 326/326 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 73/500 326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 74/500 326/326 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 75/500 326/326 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 76/500 326/326 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 77/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 78/500 326/326 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 79/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 80/500 326/326 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 81/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 82/500 326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9315 Epoch 83/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 84/500 326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9313 Epoch 85/500 326/326 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9315 Epoch 86/500 326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9315 Epoch 87/500 326/326 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 88/500 326/326 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 89/500 326/326 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 90/500 326/326 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 91/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 92/500 326/326 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 93/500 326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 94/500 326/326 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9313 Epoch 95/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 96/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9319 Epoch 97/500 326/326 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 98/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 99/500 326/326 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9317 Epoch 100/500 326/326 [==============================] - 0s 385us/step - loss: 0.1923 - accuracy: 0.9318 Epoch 101/500 326/326 [==============================] - 0s 381us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 102/500 326/326 [==============================] - 0s 379us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 103/500 326/326 [==============================] - 0s 336us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 104/500 326/326 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 105/500 326/326 [==============================] - 0s 333us/step - loss: 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[==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 116/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 117/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 118/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 119/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 120/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 121/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 122/500 326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 123/500 326/326 [==============================] - 0s 337us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 124/500 326/326 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 125/500 326/326 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 126/500 326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 127/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 128/500 326/326 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9315 Epoch 129/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 130/500 326/326 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 131/500 326/326 [==============================] - 0s 339us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 132/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 133/500 326/326 [==============================] - 0s 337us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 134/500 326/326 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 135/500 326/326 [==============================] - 0s 327us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 136/500 326/326 [==============================] - 0s 337us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 137/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9314 Epoch 138/500 326/326 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9315 Epoch 139/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 140/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 141/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9315 Epoch 142/500 326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 143/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 144/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 145/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 146/500 326/326 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 147/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 148/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 149/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 150/500 326/326 [==============================] - 0s 337us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 151/500 326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 152/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 153/500 326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 154/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9320 Epoch 155/500 326/326 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 156/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9315 Epoch 157/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 158/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 159/500 326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9320 Epoch 160/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 161/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 162/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 163/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 164/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 165/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9320 Epoch 166/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 167/500 326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 168/500 326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9321 Epoch 169/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 170/500 326/326 [==============================] - 0s 327us/step - loss: 0.1919 - accuracy: 0.9323 Epoch 171/500 326/326 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 172/500 326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 173/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 174/500 326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 175/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9323 Epoch 176/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 177/500 326/326 [==============================] - 0s 399us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 178/500 326/326 [==============================] - 0s 340us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 179/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 180/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9320 Epoch 181/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9320 Epoch 182/500 326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 183/500 326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 184/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9320 Epoch 185/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 186/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 187/500 326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 188/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9321 Epoch 189/500 326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 190/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 191/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9320 Epoch 192/500 326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9319 Epoch 193/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 194/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9315 Epoch 195/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 196/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9324 Epoch 197/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 198/500 326/326 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 199/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 200/500 326/326 [==============================] - 0s 337us/step - loss: 0.1920 - accuracy: 0.9321 Epoch 201/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9324 Epoch 202/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 203/500 326/326 [==============================] - 0s 336us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 204/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 205/500 326/326 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 206/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 207/500 326/326 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 208/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 209/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 210/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9323 Epoch 211/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9323 Epoch 212/500 326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 213/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 214/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 215/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9319 Epoch 216/500 326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 217/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 218/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 219/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 220/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 221/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9319 Epoch 222/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 223/500 326/326 [==============================] - 0s 339us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 224/500 326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9315 Epoch 225/500 326/326 [==============================] - 0s 336us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 226/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 227/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 228/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 229/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 230/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 231/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 232/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 233/500 326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 234/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 235/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9321 Epoch 236/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 237/500 326/326 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9319 Epoch 238/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 239/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 240/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 241/500 326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 242/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 243/500 326/326 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 244/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 245/500 326/326 [==============================] - 0s 380us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 246/500 326/326 [==============================] - 0s 395us/step - loss: 0.1919 - accuracy: 0.9319 Epoch 247/500 326/326 [==============================] - 0s 384us/step - loss: 0.1916 - accuracy: 0.9320 Epoch 248/500 326/326 [==============================] - 0s 367us/step - loss: 0.1914 - accuracy: 0.9319 Epoch 249/500 326/326 [==============================] - 0s 343us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 250/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 251/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9318 Epoch 252/500 326/326 [==============================] - 0s 336us/step - loss: 0.1920 - accuracy: 0.9324 Epoch 253/500 326/326 [==============================] - 0s 337us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 254/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 255/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9320 Epoch 256/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 257/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 258/500 326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 259/500 326/326 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9319 Epoch 260/500 326/326 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9319 Epoch 261/500 326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 262/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 263/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 264/500 326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 265/500 326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 266/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 267/500 326/326 [==============================] - 0s 339us/step - loss: 0.1915 - accuracy: 0.9319 Epoch 268/500 326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 269/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 270/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9325 Epoch 271/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 272/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 273/500 326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9323 Epoch 274/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 275/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 276/500 326/326 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 277/500 326/326 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 278/500 326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 279/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 280/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 281/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 282/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9315 Epoch 283/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 284/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 285/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 286/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 287/500 326/326 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 288/500 326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 289/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 290/500 326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9320 Epoch 291/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 292/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9319 Epoch 293/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 294/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 295/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 296/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9320 Epoch 297/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 298/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9320 Epoch 299/500 326/326 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 300/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9321 Epoch 301/500 326/326 [==============================] - 0s 339us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 302/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 303/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 304/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 305/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 306/500 326/326 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 307/500 326/326 [==============================] - 0s 346us/step - loss: 0.1916 - accuracy: 0.9323 Epoch 308/500 326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 309/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9315 Epoch 310/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 311/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 312/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9321 Epoch 313/500 326/326 [==============================] - 0s 341us/step - loss: 0.1917 - accuracy: 0.9320 Epoch 314/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 315/500 326/326 [==============================] - 0s 338us/step - loss: 0.1917 - accuracy: 0.9319 Epoch 316/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 317/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9312 Epoch 318/500 326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 319/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9320 Epoch 320/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 321/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 322/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 323/500 326/326 [==============================] - 0s 338us/step - loss: 0.1917 - accuracy: 0.9320 Epoch 324/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9325 Epoch 325/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 326/500 326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 327/500 326/326 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 328/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 329/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 330/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 331/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 332/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 333/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 334/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9319 Epoch 335/500 326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 336/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 337/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 338/500 326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 339/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 340/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 341/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 342/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 343/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 344/500 326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 345/500 326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 346/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 347/500 326/326 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 348/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 349/500 326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9321 Epoch 350/500 326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 351/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 352/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 353/500 326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 354/500 326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 355/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 356/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 357/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9319 Epoch 358/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9328 Epoch 359/500 326/326 [==============================] - 0s 344us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 360/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 361/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9321 Epoch 362/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 363/500 326/326 [==============================] - 0s 336us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 364/500 326/326 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9320 Epoch 365/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9320 Epoch 366/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9321 Epoch 367/500 326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 368/500 326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9321 Epoch 369/500 326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9321 Epoch 370/500 326/326 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9318 Epoch 371/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 372/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 373/500 326/326 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 374/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9321 Epoch 375/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 376/500 326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 377/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9321 Epoch 378/500 326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 379/500 326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9318 Epoch 380/500 326/326 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9323 Epoch 381/500 326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9319 Epoch 382/500 326/326 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 383/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9321 Epoch 384/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 385/500 326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9323 Epoch 386/500 326/326 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 387/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 388/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9324 Epoch 389/500 326/326 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 390/500 326/326 [==============================] - 0s 348us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 391/500 326/326 [==============================] - 0s 373us/step - loss: 0.1916 - accuracy: 0.9324 Epoch 392/500 326/326 [==============================] - 0s 395us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 393/500 326/326 [==============================] - 0s 386us/step - loss: 0.1917 - accuracy: 0.9321 Epoch 394/500 326/326 [==============================] - 0s 337us/step - loss: 0.1916 - accuracy: 0.9321 Epoch 395/500 326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9323 Epoch 396/500 326/326 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9325 Epoch 397/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 398/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 399/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 400/500 326/326 [==============================] - 0s 337us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 401/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 402/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9323 Epoch 403/500 326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 404/500 326/326 [==============================] - 0s 340us/step - loss: 0.1916 - accuracy: 0.9321 Epoch 405/500 326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 406/500 326/326 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 407/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 408/500 326/326 [==============================] - 0s 336us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 409/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 410/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9320 Epoch 411/500 326/326 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 412/500 326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9324 Epoch 413/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9324 Epoch 414/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 415/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9323 Epoch 416/500 326/326 [==============================] - 0s 344us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 417/500 326/326 [==============================] - 0s 346us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 418/500 326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 419/500 326/326 [==============================] - 0s 347us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 420/500 326/326 [==============================] - 0s 415us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 421/500 326/326 [==============================] - 0s 356us/step - loss: 0.1917 - accuracy: 0.9321 Epoch 422/500 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 423/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 424/500 326/326 [==============================] - 0s 348us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 425/500 326/326 [==============================] - 0s 349us/step - loss: 0.1912 - accuracy: 0.9323 Epoch 426/500 326/326 [==============================] - 0s 350us/step - loss: 0.1919 - accuracy: 0.9323 Epoch 427/500 326/326 [==============================] - 0s 348us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 428/500 326/326 [==============================] - 0s 350us/step - loss: 0.1920 - accuracy: 0.9323 Epoch 429/500 326/326 [==============================] - 0s 345us/step - loss: 0.1922 - accuracy: 0.9323 Epoch 430/500 326/326 [==============================] - 0s 353us/step - loss: 0.1915 - accuracy: 0.9321 Epoch 431/500 326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 432/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 433/500 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 434/500 326/326 [==============================] - 0s 350us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 435/500 326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 436/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 437/500 326/326 [==============================] - 0s 338us/step - loss: 0.1919 - accuracy: 0.9321 Epoch 438/500 326/326 [==============================] - 0s 346us/step - loss: 0.1919 - accuracy: 0.9315 Epoch 439/500 326/326 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 440/500 326/326 [==============================] - 0s 345us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 441/500 326/326 [==============================] - 0s 342us/step - loss: 0.1918 - accuracy: 0.9315 Epoch 442/500 326/326 [==============================] - 0s 339us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 443/500 326/326 [==============================] - 0s 345us/step - loss: 0.1923 - accuracy: 0.9319 Epoch 444/500 326/326 [==============================] - 0s 342us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 445/500 326/326 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 446/500 326/326 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9323 Epoch 447/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9321 Epoch 448/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9321 Epoch 449/500 326/326 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9315 Epoch 450/500 326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 451/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9323 Epoch 452/500 326/326 [==============================] - 0s 343us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 453/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 454/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 455/500 326/326 [==============================] - 0s 336us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 456/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9323 Epoch 457/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9320 Epoch 458/500 326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9321 Epoch 459/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9319 Epoch 460/500 326/326 [==============================] - 0s 339us/step - loss: 0.1917 - accuracy: 0.9324 Epoch 461/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 462/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 463/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9321 Epoch 464/500 326/326 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 465/500 326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 466/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9323 Epoch 467/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9323 Epoch 468/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9323 Epoch 469/500 326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9318 Epoch 470/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 471/500 326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9320 Epoch 472/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 473/500 326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 474/500 326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 475/500 326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9326 Epoch 476/500 326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 477/500 326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 478/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 479/500 326/326 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 480/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9320 Epoch 481/500 326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9318 Epoch 482/500 326/326 [==============================] - 0s 335us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 483/500 326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9320 Epoch 484/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9323 Epoch 485/500 326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9319 Epoch 486/500 326/326 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9319 Epoch 487/500 326/326 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 488/500 326/326 [==============================] - 0s 337us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 489/500 326/326 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9315 Epoch 490/500 326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 491/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 492/500 326/326 [==============================] - 0s 408us/step - loss: 0.1915 - accuracy: 0.9318 Epoch 493/500 326/326 [==============================] - 0s 338us/step - loss: 0.1922 - accuracy: 0.9323 Epoch 494/500 326/326 [==============================] - 0s 341us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 495/500 326/326 [==============================] - 0s 341us/step - loss: 0.1920 - accuracy: 0.9321 Epoch 496/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 497/500 326/326 [==============================] - 0s 340us/step - loss: 0.1917 - accuracy: 0.9321 Epoch 498/500 326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 499/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 500/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9320 29/29 [==============================] - 0s 299us/step Epoch 1/500 326/326 [==============================] - 0s 369us/step - loss: 0.4403 - accuracy: 0.9288 Epoch 2/500 326/326 [==============================] - 0s 336us/step - loss: 0.2094 - accuracy: 0.9296 Epoch 3/500 326/326 [==============================] - 0s 330us/step - loss: 0.2029 - accuracy: 0.9296 Epoch 4/500 326/326 [==============================] - 0s 335us/step - loss: 0.2005 - accuracy: 0.9296 Epoch 5/500 326/326 [==============================] - 0s 336us/step - loss: 0.1996 - accuracy: 0.9296 Epoch 6/500 326/326 [==============================] - 0s 335us/step - loss: 0.1990 - accuracy: 0.9296 Epoch 7/500 326/326 [==============================] - 0s 335us/step - loss: 0.1984 - accuracy: 0.9296 Epoch 8/500 326/326 [==============================] - 0s 334us/step - loss: 0.1981 - accuracy: 0.9296 Epoch 9/500 326/326 [==============================] - 0s 330us/step - loss: 0.1978 - accuracy: 0.9296 Epoch 10/500 326/326 [==============================] - 0s 336us/step - loss: 0.1976 - accuracy: 0.9296 Epoch 11/500 326/326 [==============================] - 0s 331us/step - loss: 0.1972 - accuracy: 0.9296 Epoch 12/500 326/326 [==============================] - 0s 335us/step - loss: 0.1970 - accuracy: 0.9296 Epoch 13/500 326/326 [==============================] - 0s 332us/step - loss: 0.1974 - accuracy: 0.9296 Epoch 14/500 326/326 [==============================] - 0s 333us/step - loss: 0.1970 - accuracy: 0.9296 Epoch 15/500 326/326 [==============================] - 0s 336us/step - loss: 0.1971 - accuracy: 0.9296 Epoch 16/500 326/326 [==============================] - 0s 339us/step - loss: 0.1967 - accuracy: 0.9296 Epoch 17/500 326/326 [==============================] - 0s 330us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 18/500 326/326 [==============================] - 0s 333us/step - loss: 0.1969 - accuracy: 0.9296 Epoch 19/500 326/326 [==============================] - 0s 332us/step - loss: 0.1965 - accuracy: 0.9296 Epoch 20/500 326/326 [==============================] - 0s 333us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 21/500 326/326 [==============================] - 0s 338us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 22/500 326/326 [==============================] - 0s 334us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 23/500 326/326 [==============================] - 0s 333us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 24/500 326/326 [==============================] - 0s 336us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 25/500 326/326 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 26/500 326/326 [==============================] - 0s 335us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 27/500 326/326 [==============================] - 0s 336us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 28/500 326/326 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 29/500 326/326 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 30/500 326/326 [==============================] - 0s 336us/step - loss: 0.1953 - accuracy: 0.9297 Epoch 31/500 326/326 [==============================] - 0s 338us/step - loss: 0.1953 - accuracy: 0.9298 Epoch 32/500 326/326 [==============================] - 0s 365us/step - loss: 0.1954 - accuracy: 0.9297 Epoch 33/500 326/326 [==============================] - 0s 386us/step - loss: 0.1951 - accuracy: 0.9298 Epoch 34/500 326/326 [==============================] - 0s 390us/step - loss: 0.1952 - accuracy: 0.9299 Epoch 35/500 326/326 [==============================] - 0s 364us/step - loss: 0.1951 - accuracy: 0.9299 Epoch 36/500 326/326 [==============================] - 0s 335us/step - loss: 0.1950 - accuracy: 0.9297 Epoch 37/500 326/326 [==============================] - 0s 345us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 38/500 326/326 [==============================] - 0s 335us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 39/500 326/326 [==============================] - 0s 337us/step - loss: 0.1949 - accuracy: 0.9298 Epoch 40/500 326/326 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 41/500 326/326 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 42/500 326/326 [==============================] - 0s 380us/step - loss: 0.1948 - accuracy: 0.9303 Epoch 43/500 326/326 [==============================] - 0s 349us/step - loss: 0.1945 - accuracy: 0.9304 Epoch 44/500 326/326 [==============================] - 0s 341us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 45/500 326/326 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 46/500 326/326 [==============================] - 0s 333us/step - loss: 0.1946 - accuracy: 0.9303 Epoch 47/500 326/326 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9298 Epoch 48/500 326/326 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 49/500 326/326 [==============================] - 0s 339us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 50/500 326/326 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 51/500 326/326 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 52/500 326/326 [==============================] - 0s 339us/step - loss: 0.1946 - accuracy: 0.9302 Epoch 53/500 326/326 [==============================] - 0s 337us/step - loss: 0.1941 - accuracy: 0.9292 Epoch 54/500 326/326 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9304 Epoch 55/500 326/326 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9304 Epoch 56/500 326/326 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 57/500 326/326 [==============================] - 0s 337us/step - loss: 0.1941 - accuracy: 0.9302 Epoch 58/500 326/326 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9304 Epoch 59/500 326/326 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 60/500 326/326 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 61/500 326/326 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 62/500 326/326 [==============================] - 0s 346us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 63/500 326/326 [==============================] - 0s 372us/step - loss: 0.1942 - accuracy: 0.9302 Epoch 64/500 326/326 [==============================] - 0s 340us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 65/500 326/326 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 66/500 326/326 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 67/500 326/326 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 68/500 326/326 [==============================] - 0s 386us/step - loss: 0.1939 - accuracy: 0.9302 Epoch 69/500 326/326 [==============================] - 0s 338us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 70/500 326/326 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 71/500 326/326 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 72/500 326/326 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 73/500 326/326 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 74/500 326/326 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 75/500 326/326 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9302 Epoch 76/500 326/326 [==============================] - 0s 334us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 77/500 326/326 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9303 Epoch 78/500 326/326 [==============================] - 0s 339us/step - loss: 0.1938 - accuracy: 0.9304 Epoch 79/500 326/326 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9298 Epoch 80/500 326/326 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 81/500 326/326 [==============================] - 0s 334us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 82/500 326/326 [==============================] - 0s 338us/step - loss: 0.1936 - accuracy: 0.9309 Epoch 83/500 326/326 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 84/500 326/326 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 85/500 326/326 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 86/500 326/326 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9303 Epoch 87/500 326/326 [==============================] - 0s 337us/step - loss: 0.1935 - accuracy: 0.9302 Epoch 88/500 326/326 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 89/500 326/326 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 90/500 326/326 [==============================] - 0s 338us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 91/500 326/326 [==============================] - 0s 338us/step - loss: 0.1935 - accuracy: 0.9304 Epoch 92/500 326/326 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 93/500 326/326 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 94/500 326/326 [==============================] - 0s 337us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 95/500 326/326 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 96/500 326/326 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 97/500 326/326 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 98/500 326/326 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 99/500 326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 100/500 326/326 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9304 Epoch 101/500 326/326 [==============================] - 0s 336us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 102/500 326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 103/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9299 Epoch 104/500 326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 105/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 106/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 107/500 326/326 [==============================] - 0s 337us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 108/500 326/326 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 109/500 326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 110/500 326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9303 Epoch 111/500 326/326 [==============================] - 0s 337us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 112/500 326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9312 Epoch 113/500 326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 114/500 326/326 [==============================] - 0s 334us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 115/500 326/326 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9313 Epoch 116/500 326/326 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 117/500 326/326 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9312 Epoch 118/500 326/326 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9312 Epoch 119/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 120/500 326/326 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9314 Epoch 121/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 122/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 123/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9312 Epoch 124/500 326/326 [==============================] - 0s 338us/step - loss: 0.1930 - accuracy: 0.9312 Epoch 125/500 326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9312 Epoch 126/500 326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 127/500 326/326 [==============================] - 0s 336us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 128/500 326/326 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9312 Epoch 129/500 326/326 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 130/500 326/326 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9312 Epoch 131/500 326/326 [==============================] - 0s 336us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 132/500 326/326 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9312 Epoch 133/500 326/326 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9312 Epoch 134/500 326/326 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 135/500 326/326 [==============================] - 0s 335us/step - loss: 0.1928 - accuracy: 0.9314 Epoch 136/500 326/326 [==============================] - 0s 336us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 137/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 138/500 326/326 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 139/500 326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 140/500 326/326 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 141/500 326/326 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9312 Epoch 142/500 326/326 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 143/500 326/326 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 144/500 326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 145/500 326/326 [==============================] - 0s 333us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 146/500 326/326 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9312 Epoch 147/500 326/326 [==============================] - 0s 333us/step - loss: 0.1928 - accuracy: 0.9312 Epoch 148/500 326/326 [==============================] - 0s 336us/step - loss: 0.1927 - accuracy: 0.9313 Epoch 149/500 326/326 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9319 Epoch 150/500 326/326 [==============================] - 0s 332us/step - loss: 0.1927 - accuracy: 0.9319 Epoch 151/500 326/326 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 152/500 326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9317 Epoch 153/500 326/326 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 154/500 326/326 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 155/500 326/326 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 156/500 326/326 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 157/500 326/326 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 158/500 326/326 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9319 Epoch 159/500 326/326 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9315 Epoch 160/500 326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9318 Epoch 161/500 326/326 [==============================] - 0s 336us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 162/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 163/500 326/326 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9324 Epoch 164/500 326/326 [==============================] - 0s 365us/step - loss: 0.1927 - accuracy: 0.9320 Epoch 165/500 326/326 [==============================] - 0s 336us/step - loss: 0.1924 - accuracy: 0.9323 Epoch 166/500 326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9320 Epoch 167/500 326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 168/500 326/326 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9318 Epoch 169/500 326/326 [==============================] - 0s 407us/step - loss: 0.1922 - accuracy: 0.9321 Epoch 170/500 326/326 [==============================] - 0s 517us/step - loss: 0.1917 - accuracy: 0.9320 Epoch 171/500 326/326 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9321 Epoch 172/500 326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9323 Epoch 173/500 326/326 [==============================] - 0s 358us/step - loss: 0.1921 - accuracy: 0.9324 Epoch 174/500 326/326 [==============================] - 0s 345us/step - loss: 0.1923 - accuracy: 0.9318 Epoch 175/500 326/326 [==============================] - 0s 365us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 176/500 326/326 [==============================] - 0s 375us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 177/500 326/326 [==============================] - 0s 354us/step - loss: 0.1921 - accuracy: 0.9324 Epoch 178/500 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9318 Epoch 179/500 326/326 [==============================] - 0s 393us/step - loss: 0.1922 - accuracy: 0.9325 Epoch 180/500 326/326 [==============================] - 0s 373us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 181/500 326/326 [==============================] - 0s 355us/step - loss: 0.1921 - accuracy: 0.9323 Epoch 182/500 326/326 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9324 Epoch 183/500 326/326 [==============================] - 0s 435us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 184/500 326/326 [==============================] - 0s 365us/step - loss: 0.1921 - accuracy: 0.9320 Epoch 185/500 326/326 [==============================] - 0s 367us/step - loss: 0.1923 - accuracy: 0.9323 Epoch 186/500 326/326 [==============================] - 0s 358us/step - loss: 0.1919 - accuracy: 0.9321 Epoch 187/500 326/326 [==============================] - 0s 372us/step - loss: 0.1921 - accuracy: 0.9324 Epoch 188/500 326/326 [==============================] - 0s 577us/step - loss: 0.1921 - accuracy: 0.9323 Epoch 189/500 326/326 [==============================] - 0s 401us/step - loss: 0.1919 - accuracy: 0.9325 Epoch 190/500 326/326 [==============================] - 0s 462us/step - loss: 0.1919 - accuracy: 0.9319 Epoch 191/500 326/326 [==============================] - 0s 426us/step - loss: 0.1923 - accuracy: 0.9320 Epoch 192/500 326/326 [==============================] - 0s 394us/step - loss: 0.1916 - accuracy: 0.9324 Epoch 193/500 326/326 [==============================] - 0s 395us/step - loss: 0.1921 - accuracy: 0.9326 Epoch 194/500 326/326 [==============================] - 0s 389us/step - loss: 0.1918 - accuracy: 0.9320 Epoch 195/500 326/326 [==============================] - 0s 386us/step - loss: 0.1919 - accuracy: 0.9323 Epoch 196/500 326/326 [==============================] - 0s 395us/step - loss: 0.1917 - accuracy: 0.9321 Epoch 197/500 326/326 [==============================] - 0s 399us/step - loss: 0.1917 - accuracy: 0.9326 Epoch 198/500 326/326 [==============================] - 0s 390us/step - loss: 0.1914 - accuracy: 0.9324 Epoch 199/500 326/326 [==============================] - 0s 396us/step - loss: 0.1921 - accuracy: 0.9325 Epoch 200/500 326/326 [==============================] - 0s 400us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 201/500 326/326 [==============================] - 0s 396us/step - loss: 0.1917 - accuracy: 0.9320 Epoch 202/500 326/326 [==============================] - 0s 388us/step - loss: 0.1917 - accuracy: 0.9325 Epoch 203/500 326/326 [==============================] - 0s 392us/step - loss: 0.1918 - accuracy: 0.9321 Epoch 204/500 326/326 [==============================] - 0s 390us/step - loss: 0.1917 - accuracy: 0.9323 Epoch 205/500 326/326 [==============================] - 0s 391us/step - loss: 0.1915 - accuracy: 0.9321 Epoch 206/500 326/326 [==============================] - 0s 387us/step - loss: 0.1917 - accuracy: 0.9323 Epoch 207/500 326/326 [==============================] - 0s 450us/step - loss: 0.1917 - accuracy: 0.9323 Epoch 208/500 326/326 [==============================] - 0s 386us/step - loss: 0.1918 - accuracy: 0.9325 Epoch 209/500 326/326 [==============================] - 0s 388us/step - loss: 0.1913 - accuracy: 0.9321 Epoch 210/500 326/326 [==============================] - 0s 394us/step - loss: 0.1916 - accuracy: 0.9329 Epoch 211/500 326/326 [==============================] - 0s 393us/step - loss: 0.1917 - accuracy: 0.9324 Epoch 212/500 326/326 [==============================] - 0s 368us/step - loss: 0.1916 - accuracy: 0.9323 Epoch 213/500 326/326 [==============================] - 0s 353us/step - loss: 0.1914 - accuracy: 0.9326 Epoch 214/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9323 Epoch 215/500 326/326 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9325 Epoch 216/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9324 Epoch 217/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9329 Epoch 218/500 326/326 [==============================] - 0s 337us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 219/500 326/326 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9329 Epoch 220/500 326/326 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9321 Epoch 221/500 326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9326 Epoch 222/500 326/326 [==============================] - 0s 338us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 223/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 224/500 326/326 [==============================] - 0s 347us/step - loss: 0.1916 - accuracy: 0.9324 Epoch 225/500 326/326 [==============================] - 0s 341us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 226/500 326/326 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9325 Epoch 227/500 326/326 [==============================] - 0s 341us/step - loss: 0.1919 - accuracy: 0.9325 Epoch 228/500 326/326 [==============================] - 0s 337us/step - loss: 0.1915 - accuracy: 0.9328 Epoch 229/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9320 Epoch 230/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9325 Epoch 231/500 326/326 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9326 Epoch 232/500 326/326 [==============================] - 0s 353us/step - loss: 0.1912 - accuracy: 0.9326 Epoch 233/500 326/326 [==============================] - 0s 352us/step - loss: 0.1913 - accuracy: 0.9321 Epoch 234/500 326/326 [==============================] - 0s 344us/step - loss: 0.1917 - accuracy: 0.9325 Epoch 235/500 326/326 [==============================] - 0s 337us/step - loss: 0.1916 - accuracy: 0.9328 Epoch 236/500 326/326 [==============================] - 0s 353us/step - loss: 0.1918 - accuracy: 0.9326 Epoch 237/500 326/326 [==============================] - 0s 338us/step - loss: 0.1913 - accuracy: 0.9329 Epoch 238/500 326/326 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 239/500 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9326 Epoch 240/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9328 Epoch 241/500 326/326 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9329 Epoch 242/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9331 Epoch 243/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9330 Epoch 244/500 326/326 [==============================] - 0s 338us/step - loss: 0.1915 - accuracy: 0.9329 Epoch 245/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9333 Epoch 246/500 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9329 Epoch 247/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9329 Epoch 248/500 326/326 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9321 Epoch 249/500 326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9321 Epoch 250/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 251/500 326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9331 Epoch 252/500 326/326 [==============================] - 0s 337us/step - loss: 0.1915 - accuracy: 0.9330 Epoch 253/500 326/326 [==============================] - 0s 337us/step - loss: 0.1915 - accuracy: 0.9326 Epoch 254/500 326/326 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 255/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9328 Epoch 256/500 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9323 Epoch 257/500 326/326 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9326 Epoch 258/500 326/326 [==============================] - 0s 396us/step - loss: 0.1906 - accuracy: 0.9333 Epoch 259/500 326/326 [==============================] - 0s 413us/step - loss: 0.1913 - accuracy: 0.9329 Epoch 260/500 326/326 [==============================] - 0s 347us/step - loss: 0.1912 - accuracy: 0.9329 Epoch 261/500 326/326 [==============================] - 0s 339us/step - loss: 0.1913 - accuracy: 0.9325 Epoch 262/500 326/326 [==============================] - 0s 341us/step - loss: 0.1916 - accuracy: 0.9331 Epoch 263/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9323 Epoch 264/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9329 Epoch 265/500 326/326 [==============================] - 0s 338us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 266/500 326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9325 Epoch 267/500 326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9334 Epoch 268/500 326/326 [==============================] - 0s 338us/step - loss: 0.1911 - accuracy: 0.9321 Epoch 269/500 326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9326 Epoch 270/500 326/326 [==============================] - 0s 338us/step - loss: 0.1909 - accuracy: 0.9324 Epoch 271/500 326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9330 Epoch 272/500 326/326 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 273/500 326/326 [==============================] - 0s 511us/step - loss: 0.1915 - accuracy: 0.9331 Epoch 274/500 326/326 [==============================] - 0s 414us/step - loss: 0.1912 - accuracy: 0.9329 Epoch 275/500 326/326 [==============================] - 0s 361us/step - loss: 0.1912 - accuracy: 0.9326 Epoch 276/500 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9329 Epoch 277/500 326/326 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9326 Epoch 278/500 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9334 Epoch 279/500 326/326 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9325 Epoch 280/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 281/500 326/326 [==============================] - 0s 359us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 282/500 326/326 [==============================] - 0s 380us/step - loss: 0.1915 - accuracy: 0.9325 Epoch 283/500 326/326 [==============================] - 0s 359us/step - loss: 0.1916 - accuracy: 0.9330 Epoch 284/500 326/326 [==============================] - 0s 399us/step - loss: 0.1914 - accuracy: 0.9333 Epoch 285/500 326/326 [==============================] - 0s 386us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 286/500 326/326 [==============================] - 0s 367us/step - loss: 0.1915 - accuracy: 0.9330 Epoch 287/500 326/326 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 288/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9334 Epoch 289/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9326 Epoch 290/500 326/326 [==============================] - 0s 372us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 291/500 326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9330 Epoch 292/500 326/326 [==============================] - 0s 339us/step - loss: 0.1913 - accuracy: 0.9337 Epoch 293/500 326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 294/500 326/326 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 295/500 326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9331 Epoch 296/500 326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9334 Epoch 297/500 326/326 [==============================] - 0s 339us/step - loss: 0.1910 - accuracy: 0.9333 Epoch 298/500 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 299/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9331 Epoch 300/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9335 Epoch 301/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9335 Epoch 302/500 326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9336 Epoch 303/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9334 Epoch 304/500 326/326 [==============================] - 0s 341us/step - loss: 0.1911 - accuracy: 0.9336 Epoch 305/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9330 Epoch 306/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9336 Epoch 307/500 326/326 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9336 Epoch 308/500 326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9334 Epoch 309/500 326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9336 Epoch 310/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9336 Epoch 311/500 326/326 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9326 Epoch 312/500 326/326 [==============================] - 0s 362us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 313/500 326/326 [==============================] - 0s 378us/step - loss: 0.1909 - accuracy: 0.9333 Epoch 314/500 326/326 [==============================] - 0s 378us/step - loss: 0.1912 - accuracy: 0.9334 Epoch 315/500 326/326 [==============================] - 0s 354us/step - loss: 0.1911 - accuracy: 0.9334 Epoch 316/500 326/326 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9331 Epoch 317/500 326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9333 Epoch 318/500 326/326 [==============================] - 0s 339us/step - loss: 0.1907 - accuracy: 0.9339 Epoch 319/500 326/326 [==============================] - 0s 402us/step - loss: 0.1915 - accuracy: 0.9334 Epoch 320/500 326/326 [==============================] - 0s 358us/step - loss: 0.1915 - accuracy: 0.9331 Epoch 321/500 326/326 [==============================] - 0s 342us/step - loss: 0.1913 - accuracy: 0.9324 Epoch 322/500 326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9334 Epoch 323/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9333 Epoch 324/500 326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9334 Epoch 325/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9333 Epoch 326/500 326/326 [==============================] - 0s 360us/step - loss: 0.1917 - accuracy: 0.9336 Epoch 327/500 326/326 [==============================] - 0s 363us/step - loss: 0.1910 - accuracy: 0.9336 Epoch 328/500 326/326 [==============================] - 0s 361us/step - loss: 0.1906 - accuracy: 0.9336 Epoch 329/500 326/326 [==============================] - 0s 359us/step - loss: 0.1915 - accuracy: 0.9337 Epoch 330/500 326/326 [==============================] - 0s 360us/step - loss: 0.1917 - accuracy: 0.9334 Epoch 331/500 326/326 [==============================] - 0s 347us/step - loss: 0.1911 - accuracy: 0.9334 Epoch 332/500 326/326 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9337 Epoch 333/500 326/326 [==============================] - 0s 342us/step - loss: 0.1915 - accuracy: 0.9331 Epoch 334/500 326/326 [==============================] - 0s 346us/step - loss: 0.1915 - accuracy: 0.9333 Epoch 335/500 326/326 [==============================] - 0s 344us/step - loss: 0.1915 - accuracy: 0.9334 Epoch 336/500 326/326 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9330 Epoch 337/500 326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 338/500 326/326 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9330 Epoch 339/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 340/500 326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9334 Epoch 341/500 326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9337 Epoch 342/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9334 Epoch 343/500 326/326 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9331 Epoch 344/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9330 Epoch 345/500 326/326 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9336 Epoch 346/500 326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9328 Epoch 347/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9324 Epoch 348/500 326/326 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9333 Epoch 349/500 326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9329 Epoch 350/500 326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9333 Epoch 351/500 326/326 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9324 Epoch 352/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9334 Epoch 353/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9335 Epoch 354/500 326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9331 Epoch 355/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9329 Epoch 356/500 326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9330 Epoch 357/500 326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9328 Epoch 358/500 326/326 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9328 Epoch 359/500 326/326 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9330 Epoch 360/500 326/326 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9330 Epoch 361/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9326 Epoch 362/500 326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9326 Epoch 363/500 326/326 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9337 Epoch 364/500 326/326 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9329 Epoch 365/500 326/326 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9331 Epoch 366/500 326/326 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9329 Epoch 367/500 326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9325 Epoch 368/500 326/326 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 369/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9331 Epoch 370/500 326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9326 Epoch 371/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9330 Epoch 372/500 326/326 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9334 Epoch 373/500 326/326 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9333 Epoch 374/500 326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9331 Epoch 375/500 326/326 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9335 Epoch 376/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9333 Epoch 377/500 326/326 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9329 Epoch 378/500 326/326 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9331 Epoch 379/500 326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9325 Epoch 380/500 326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9329 Epoch 381/500 326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9326 Epoch 382/500 326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9329 Epoch 383/500 326/326 [==============================] - 0s 362us/step - loss: 0.1920 - accuracy: 0.9324 Epoch 384/500 326/326 [==============================] - 0s 401us/step - loss: 0.1912 - accuracy: 0.9328 Epoch 385/500 326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9328 Epoch 386/500 326/326 [==============================] - 0s 338us/step - loss: 0.1920 - accuracy: 0.9321 Epoch 387/500 326/326 [==============================] - 0s 357us/step - loss: 0.1916 - accuracy: 0.9324 Epoch 388/500 326/326 [==============================] - 0s 381us/step - loss: 0.1920 - accuracy: 0.9324 Epoch 389/500 326/326 [==============================] - 0s 347us/step - loss: 0.1925 - accuracy: 0.9330 Epoch 390/500 326/326 [==============================] - 0s 424us/step - loss: 0.1915 - accuracy: 0.9328 Epoch 391/500 326/326 [==============================] - 0s 546us/step - loss: 0.1924 - accuracy: 0.9328 Epoch 392/500 326/326 [==============================] - 0s 394us/step - loss: 0.1924 - accuracy: 0.9325 Epoch 393/500 326/326 [==============================] - 0s 407us/step - loss: 0.1920 - accuracy: 0.9326 Epoch 394/500 326/326 [==============================] - 0s 420us/step - loss: 0.1920 - accuracy: 0.9325 Epoch 395/500 326/326 [==============================] - 0s 429us/step - loss: 0.1918 - accuracy: 0.9329 Epoch 396/500 326/326 [==============================] - 0s 413us/step - loss: 0.1914 - accuracy: 0.9324 Epoch 397/500 326/326 [==============================] - 0s 417us/step - loss: 0.1921 - accuracy: 0.9329 Epoch 398/500 326/326 [==============================] - 0s 408us/step - loss: 0.1922 - accuracy: 0.9326 Epoch 399/500 326/326 [==============================] - 0s 411us/step - loss: 0.1920 - accuracy: 0.9325 Epoch 400/500 326/326 [==============================] - 0s 418us/step - loss: 0.1919 - accuracy: 0.9326 Epoch 401/500 326/326 [==============================] - 0s 410us/step - loss: 0.1923 - accuracy: 0.9333 Epoch 402/500 326/326 [==============================] - 0s 430us/step - loss: 0.1919 - accuracy: 0.9330 Epoch 403/500 326/326 [==============================] - 0s 418us/step - loss: 0.1922 - accuracy: 0.9333 Epoch 404/500 326/326 [==============================] - 0s 425us/step - loss: 0.1915 - accuracy: 0.9329 Epoch 405/500 326/326 [==============================] - 0s 408us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 406/500 326/326 [==============================] - 0s 428us/step - loss: 0.1923 - accuracy: 0.9325 Epoch 407/500 326/326 [==============================] - 0s 410us/step - loss: 0.1921 - accuracy: 0.9321 Epoch 408/500 326/326 [==============================] - 0s 411us/step - loss: 0.1916 - accuracy: 0.9331 Epoch 409/500 326/326 [==============================] - 0s 410us/step - loss: 0.1923 - accuracy: 0.9326 Epoch 410/500 326/326 [==============================] - 0s 410us/step - loss: 0.1921 - accuracy: 0.9325 Epoch 411/500 326/326 [==============================] - 0s 405us/step - loss: 0.1913 - accuracy: 0.9329 Epoch 412/500 326/326 [==============================] - 0s 422us/step - loss: 0.1918 - accuracy: 0.9337 Epoch 413/500 326/326 [==============================] - 0s 411us/step - loss: 0.1926 - accuracy: 0.9331 Epoch 414/500 326/326 [==============================] - 0s 401us/step - loss: 0.1920 - accuracy: 0.9328 Epoch 415/500 326/326 [==============================] - 0s 377us/step - loss: 0.1915 - accuracy: 0.9333 Epoch 416/500 326/326 [==============================] - 0s 356us/step - loss: 0.1919 - accuracy: 0.9336 Epoch 417/500 326/326 [==============================] - 0s 351us/step - loss: 0.1922 - accuracy: 0.9326 Epoch 418/500 326/326 [==============================] - 0s 340us/step - loss: 0.1919 - accuracy: 0.9329 Epoch 419/500 326/326 [==============================] - 0s 359us/step - loss: 0.1919 - accuracy: 0.9334 Epoch 420/500 326/326 [==============================] - 0s 348us/step - loss: 0.1923 - accuracy: 0.9331 Epoch 421/500 326/326 [==============================] - 0s 355us/step - loss: 0.1917 - accuracy: 0.9336 Epoch 422/500 326/326 [==============================] - 0s 391us/step - loss: 0.1926 - accuracy: 0.9329 Epoch 423/500 326/326 [==============================] - 0s 353us/step - loss: 0.1919 - accuracy: 0.9334 Epoch 424/500 326/326 [==============================] - 0s 345us/step - loss: 0.1921 - accuracy: 0.9333 Epoch 425/500 326/326 [==============================] - 0s 358us/step - loss: 0.1919 - accuracy: 0.9330 Epoch 426/500 326/326 [==============================] - 0s 369us/step - loss: 0.1920 - accuracy: 0.9329 Epoch 427/500 326/326 [==============================] - 0s 344us/step - loss: 0.1922 - accuracy: 0.9331 Epoch 428/500 326/326 [==============================] - 0s 369us/step - loss: 0.1922 - accuracy: 0.9331 Epoch 429/500 326/326 [==============================] - 0s 351us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 430/500 326/326 [==============================] - 0s 356us/step - loss: 0.1918 - accuracy: 0.9334 Epoch 431/500 326/326 [==============================] - 0s 353us/step - loss: 0.1927 - accuracy: 0.9331 Epoch 432/500 326/326 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9331 Epoch 433/500 326/326 [==============================] - 0s 363us/step - loss: 0.1925 - accuracy: 0.9333 Epoch 434/500 326/326 [==============================] - 0s 379us/step - loss: 0.1921 - accuracy: 0.9330 Epoch 435/500 326/326 [==============================] - 0s 353us/step - loss: 0.1917 - accuracy: 0.9333 Epoch 436/500 326/326 [==============================] - 0s 338us/step - loss: 0.1922 - accuracy: 0.9326 Epoch 437/500 326/326 [==============================] - 0s 374us/step - loss: 0.1924 - accuracy: 0.9335 Epoch 438/500 326/326 [==============================] - 0s 336us/step - loss: 0.1924 - accuracy: 0.9331 Epoch 439/500 326/326 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9335 Epoch 440/500 326/326 [==============================] - 0s 339us/step - loss: 0.1921 - accuracy: 0.9330 Epoch 441/500 326/326 [==============================] - 0s 349us/step - loss: 0.1921 - accuracy: 0.9330 Epoch 442/500 326/326 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9333 Epoch 443/500 326/326 [==============================] - 0s 339us/step - loss: 0.1919 - accuracy: 0.9337 Epoch 444/500 326/326 [==============================] - 0s 340us/step - loss: 0.1919 - accuracy: 0.9328 Epoch 445/500 326/326 [==============================] - 0s 353us/step - loss: 0.1921 - accuracy: 0.9333 Epoch 446/500 326/326 [==============================] - 0s 360us/step - loss: 0.1923 - accuracy: 0.9335 Epoch 447/500 326/326 [==============================] - 0s 353us/step - loss: 0.1920 - accuracy: 0.9331 Epoch 448/500 326/326 [==============================] - 0s 357us/step - loss: 0.1915 - accuracy: 0.9328 Epoch 449/500 326/326 [==============================] - 0s 406us/step - loss: 0.1920 - accuracy: 0.9325 Epoch 450/500 326/326 [==============================] - 0s 392us/step - loss: 0.1921 - accuracy: 0.9335 Epoch 451/500 326/326 [==============================] - 0s 357us/step - loss: 0.1918 - accuracy: 0.9325 Epoch 452/500 326/326 [==============================] - 0s 344us/step - loss: 0.1920 - accuracy: 0.9329 Epoch 453/500 326/326 [==============================] - 0s 358us/step - loss: 0.1917 - accuracy: 0.9334 Epoch 454/500 326/326 [==============================] - 0s 338us/step - loss: 0.1911 - accuracy: 0.9331 Epoch 455/500 326/326 [==============================] - 0s 356us/step - loss: 0.1923 - accuracy: 0.9329 Epoch 456/500 326/326 [==============================] - 0s 346us/step - loss: 0.1915 - accuracy: 0.9326 Epoch 457/500 326/326 [==============================] - 0s 340us/step - loss: 0.1921 - accuracy: 0.9326 Epoch 458/500 326/326 [==============================] - 0s 347us/step - loss: 0.1924 - accuracy: 0.9331 Epoch 459/500 326/326 [==============================] - 0s 342us/step - loss: 0.1919 - accuracy: 0.9329 Epoch 460/500 326/326 [==============================] - 0s 358us/step - loss: 0.1919 - accuracy: 0.9329 Epoch 461/500 326/326 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9331 Epoch 462/500 326/326 [==============================] - 0s 351us/step - loss: 0.1923 - accuracy: 0.9330 Epoch 463/500 326/326 [==============================] - 0s 348us/step - loss: 0.1921 - accuracy: 0.9326 Epoch 464/500 326/326 [==============================] - 0s 346us/step - loss: 0.1922 - accuracy: 0.9325 Epoch 465/500 326/326 [==============================] - 0s 350us/step - loss: 0.1922 - accuracy: 0.9329 Epoch 466/500 326/326 [==============================] - 0s 353us/step - loss: 0.1922 - accuracy: 0.9331 Epoch 467/500 326/326 [==============================] - 0s 346us/step - loss: 0.1918 - accuracy: 0.9330 Epoch 468/500 326/326 [==============================] - 0s 348us/step - loss: 0.1924 - accuracy: 0.9333 Epoch 469/500 326/326 [==============================] - 0s 356us/step - loss: 0.1926 - accuracy: 0.9328 Epoch 470/500 326/326 [==============================] - 0s 344us/step - loss: 0.1921 - accuracy: 0.9333 Epoch 471/500 326/326 [==============================] - 0s 341us/step - loss: 0.1916 - accuracy: 0.9328 Epoch 472/500 326/326 [==============================] - 0s 343us/step - loss: 0.1916 - accuracy: 0.9331 Epoch 473/500 326/326 [==============================] - 0s 355us/step - loss: 0.1924 - accuracy: 0.9325 Epoch 474/500 326/326 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9330 Epoch 475/500 326/326 [==============================] - 0s 342us/step - loss: 0.1914 - accuracy: 0.9331 Epoch 476/500 326/326 [==============================] - 0s 341us/step - loss: 0.1923 - accuracy: 0.9333 Epoch 477/500 326/326 [==============================] - 0s 348us/step - loss: 0.1919 - accuracy: 0.9329 Epoch 478/500 326/326 [==============================] - 0s 348us/step - loss: 0.1923 - accuracy: 0.9330 Epoch 479/500 326/326 [==============================] - 0s 345us/step - loss: 0.1924 - accuracy: 0.9331 Epoch 480/500 326/326 [==============================] - 0s 339us/step - loss: 0.1926 - accuracy: 0.9337 Epoch 481/500 326/326 [==============================] - 0s 346us/step - loss: 0.1921 - accuracy: 0.9326 Epoch 482/500 326/326 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9331 Epoch 483/500 326/326 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9329 Epoch 484/500 326/326 [==============================] - 0s 363us/step - loss: 0.1920 - accuracy: 0.9323 Epoch 485/500 326/326 [==============================] - 0s 341us/step - loss: 0.1919 - accuracy: 0.9329 Epoch 486/500 326/326 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9333 Epoch 487/500 326/326 [==============================] - 0s 339us/step - loss: 0.1920 - accuracy: 0.9329 Epoch 488/500 326/326 [==============================] - 0s 358us/step - loss: 0.1922 - accuracy: 0.9326 Epoch 489/500 326/326 [==============================] - 0s 341us/step - loss: 0.1906 - accuracy: 0.9326 Epoch 490/500 326/326 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9328 Epoch 491/500 326/326 [==============================] - 0s 345us/step - loss: 0.1921 - accuracy: 0.9326 Epoch 492/500 326/326 [==============================] - 0s 343us/step - loss: 0.1923 - accuracy: 0.9331 Epoch 493/500 326/326 [==============================] - 0s 344us/step - loss: 0.1926 - accuracy: 0.9325 Epoch 494/500 326/326 [==============================] - 0s 347us/step - loss: 0.1925 - accuracy: 0.9331 Epoch 495/500 326/326 [==============================] - 0s 346us/step - loss: 0.1919 - accuracy: 0.9335 Epoch 496/500 326/326 [==============================] - 0s 347us/step - loss: 0.1924 - accuracy: 0.9334 Epoch 497/500 326/326 [==============================] - 0s 351us/step - loss: 0.1930 - accuracy: 0.9329 Epoch 498/500 326/326 [==============================] - 0s 345us/step - loss: 0.1917 - accuracy: 0.9325 Epoch 499/500 326/326 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9326 Epoch 500/500 326/326 [==============================] - 0s 346us/step - loss: 0.1924 - accuracy: 0.9326 29/29 [==============================] - 0s 328us/step Epoch 1/500 326/326 [==============================] - 0s 381us/step - loss: 0.4284 - accuracy: 0.9291 Epoch 2/500 326/326 [==============================] - 0s 344us/step - loss: 0.2072 - accuracy: 0.9294 Epoch 3/500 326/326 [==============================] - 0s 357us/step - loss: 0.2026 - accuracy: 0.9294 Epoch 4/500 326/326 [==============================] - 0s 347us/step - loss: 0.2011 - accuracy: 0.9294 Epoch 5/500 326/326 [==============================] - 0s 337us/step - loss: 0.1997 - accuracy: 0.9294 Epoch 6/500 326/326 [==============================] - 0s 338us/step - loss: 0.1993 - accuracy: 0.9294 Epoch 7/500 326/326 [==============================] - 0s 341us/step - loss: 0.1989 - accuracy: 0.9294 Epoch 8/500 326/326 [==============================] - 0s 354us/step - loss: 0.1986 - accuracy: 0.9294 Epoch 9/500 326/326 [==============================] - 0s 346us/step - loss: 0.1983 - accuracy: 0.9294 Epoch 10/500 326/326 [==============================] - 0s 337us/step - loss: 0.1985 - accuracy: 0.9294 Epoch 11/500 326/326 [==============================] - 0s 349us/step - loss: 0.1982 - accuracy: 0.9294 Epoch 12/500 326/326 [==============================] - 0s 341us/step - loss: 0.1980 - accuracy: 0.9294 Epoch 13/500 326/326 [==============================] - 0s 342us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 14/500 326/326 [==============================] - 0s 334us/step - loss: 0.1979 - accuracy: 0.9294 Epoch 15/500 326/326 [==============================] - 0s 333us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 16/500 326/326 [==============================] - 0s 336us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 17/500 326/326 [==============================] - 0s 387us/step - loss: 0.1972 - accuracy: 0.9294 Epoch 18/500 326/326 [==============================] - 0s 373us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 19/500 326/326 [==============================] - 0s 341us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 20/500 326/326 [==============================] - 0s 333us/step - loss: 0.1970 - accuracy: 0.9294 Epoch 21/500 326/326 [==============================] - 0s 336us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 22/500 326/326 [==============================] - 0s 331us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 23/500 326/326 [==============================] - 0s 336us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 24/500 326/326 [==============================] - 0s 336us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 25/500 326/326 [==============================] - 0s 333us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 26/500 326/326 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9293 Epoch 27/500 326/326 [==============================] - 0s 329us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 28/500 326/326 [==============================] - 0s 334us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 29/500 326/326 [==============================] - 0s 333us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 30/500 326/326 [==============================] - 0s 334us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 31/500 326/326 [==============================] - 0s 329us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 32/500 326/326 [==============================] - 0s 333us/step - loss: 0.1962 - accuracy: 0.9297 Epoch 33/500 326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 34/500 326/326 [==============================] - 0s 347us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 35/500 326/326 [==============================] - 0s 343us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 36/500 326/326 [==============================] - 0s 348us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 37/500 326/326 [==============================] - 0s 341us/step - loss: 0.1961 - accuracy: 0.9297 Epoch 38/500 326/326 [==============================] - 0s 343us/step - loss: 0.1956 - accuracy: 0.9297 Epoch 39/500 326/326 [==============================] - 0s 342us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 40/500 326/326 [==============================] - 0s 341us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 41/500 326/326 [==============================] - 0s 340us/step - loss: 0.1956 - accuracy: 0.9298 Epoch 42/500 326/326 [==============================] - 0s 343us/step - loss: 0.1955 - accuracy: 0.9299 Epoch 43/500 326/326 [==============================] - 0s 337us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 44/500 326/326 [==============================] - 0s 333us/step - loss: 0.1953 - accuracy: 0.9298 Epoch 45/500 326/326 [==============================] - 0s 331us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 46/500 326/326 [==============================] - 0s 334us/step - loss: 0.1952 - accuracy: 0.9301 Epoch 47/500 326/326 [==============================] - 0s 333us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 48/500 326/326 [==============================] - 0s 335us/step - loss: 0.1953 - accuracy: 0.9304 Epoch 49/500 326/326 [==============================] - 0s 334us/step - loss: 0.1953 - accuracy: 0.9302 Epoch 50/500 326/326 [==============================] - 0s 337us/step - loss: 0.1950 - accuracy: 0.9298 Epoch 51/500 326/326 [==============================] - 0s 331us/step - loss: 0.1954 - accuracy: 0.9302 Epoch 52/500 326/326 [==============================] - 0s 334us/step - loss: 0.1950 - accuracy: 0.9307 Epoch 53/500 326/326 [==============================] - 0s 333us/step - loss: 0.1950 - accuracy: 0.9304 Epoch 54/500 326/326 [==============================] - 0s 333us/step - loss: 0.1950 - accuracy: 0.9302 Epoch 55/500 326/326 [==============================] - 0s 328us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 56/500 326/326 [==============================] - 0s 339us/step - loss: 0.1952 - accuracy: 0.9302 Epoch 57/500 326/326 [==============================] - 0s 332us/step - loss: 0.1950 - accuracy: 0.9304 Epoch 58/500 326/326 [==============================] - 0s 338us/step - loss: 0.1953 - accuracy: 0.9302 Epoch 59/500 326/326 [==============================] - 0s 330us/step - loss: 0.1948 - accuracy: 0.9303 Epoch 60/500 326/326 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 61/500 326/326 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 62/500 326/326 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9306 Epoch 63/500 326/326 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9303 Epoch 64/500 326/326 [==============================] - 0s 401us/step - loss: 0.1950 - accuracy: 0.9302 Epoch 65/500 326/326 [==============================] - 0s 340us/step - loss: 0.1948 - accuracy: 0.9302 Epoch 66/500 326/326 [==============================] - 0s 334us/step - loss: 0.1948 - accuracy: 0.9303 Epoch 67/500 326/326 [==============================] - 0s 338us/step - loss: 0.1950 - accuracy: 0.9307 Epoch 68/500 326/326 [==============================] - 0s 345us/step - loss: 0.1946 - accuracy: 0.9304 Epoch 69/500 326/326 [==============================] - 0s 340us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 70/500 326/326 [==============================] - 0s 342us/step - loss: 0.1945 - accuracy: 0.9309 Epoch 71/500 326/326 [==============================] - 0s 351us/step - loss: 0.1947 - accuracy: 0.9304 Epoch 72/500 326/326 [==============================] - 0s 345us/step - loss: 0.1947 - accuracy: 0.9306 Epoch 73/500 326/326 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 74/500 326/326 [==============================] - 0s 372us/step - loss: 0.1946 - accuracy: 0.9299 Epoch 75/500 326/326 [==============================] - 0s 362us/step - loss: 0.1943 - accuracy: 0.9303 Epoch 76/500 326/326 [==============================] - 0s 406us/step - loss: 0.1944 - accuracy: 0.9309 Epoch 77/500 326/326 [==============================] - 0s 372us/step - loss: 0.1947 - accuracy: 0.9303 Epoch 78/500 326/326 [==============================] - 0s 351us/step - loss: 0.1942 - accuracy: 0.9304 Epoch 79/500 326/326 [==============================] - 0s 341us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 80/500 326/326 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 81/500 326/326 [==============================] - 0s 395us/step - loss: 0.1944 - accuracy: 0.9304 Epoch 82/500 326/326 [==============================] - 0s 423us/step - loss: 0.1943 - accuracy: 0.9304 Epoch 83/500 326/326 [==============================] - 0s 343us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 84/500 326/326 [==============================] - 0s 346us/step - loss: 0.1938 - accuracy: 0.9309 Epoch 85/500 326/326 [==============================] - 0s 371us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 86/500 326/326 [==============================] - 0s 433us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 87/500 326/326 [==============================] - 0s 414us/step - loss: 0.1942 - accuracy: 0.9309 Epoch 88/500 326/326 [==============================] - 0s 427us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 89/500 326/326 [==============================] - 0s 371us/step - loss: 0.1936 - accuracy: 0.9309 Epoch 90/500 326/326 [==============================] - 0s 371us/step - loss: 0.1938 - accuracy: 0.9306 Epoch 91/500 326/326 [==============================] - 0s 394us/step - loss: 0.1939 - accuracy: 0.9309 Epoch 92/500 326/326 [==============================] - 0s 359us/step - loss: 0.1936 - accuracy: 0.9313 Epoch 93/500 326/326 [==============================] - 0s 358us/step - loss: 0.1938 - accuracy: 0.9309 Epoch 94/500 326/326 [==============================] - 0s 384us/step - loss: 0.1936 - accuracy: 0.9303 Epoch 95/500 326/326 [==============================] - 0s 350us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 96/500 326/326 [==============================] - 0s 370us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 97/500 326/326 [==============================] - 0s 360us/step - loss: 0.1938 - accuracy: 0.9315 Epoch 98/500 326/326 [==============================] - 0s 348us/step - loss: 0.1935 - accuracy: 0.9304 Epoch 99/500 326/326 [==============================] - 0s 352us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 100/500 326/326 [==============================] - 0s 404us/step - loss: 0.1935 - accuracy: 0.9302 Epoch 101/500 326/326 [==============================] - 0s 383us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 102/500 326/326 [==============================] - 0s 390us/step - loss: 0.1936 - accuracy: 0.9303 Epoch 103/500 326/326 [==============================] - 0s 350us/step - loss: 0.1934 - accuracy: 0.9317 Epoch 104/500 326/326 [==============================] - 0s 385us/step - loss: 0.1934 - accuracy: 0.9306 Epoch 105/500 326/326 [==============================] - 0s 387us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 106/500 326/326 [==============================] - 0s 375us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 107/500 326/326 [==============================] - 0s 401us/step - loss: 0.1934 - accuracy: 0.9309 Epoch 108/500 326/326 [==============================] - 0s 409us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 109/500 326/326 [==============================] - 0s 384us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 110/500 326/326 [==============================] - 0s 385us/step - loss: 0.1932 - accuracy: 0.9314 Epoch 111/500 326/326 [==============================] - 0s 388us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 112/500 326/326 [==============================] - 0s 418us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 113/500 326/326 [==============================] - 0s 399us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 114/500 326/326 [==============================] - 0s 385us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 115/500 326/326 [==============================] - 0s 354us/step - loss: 0.1924 - accuracy: 0.9317 Epoch 116/500 326/326 [==============================] - 0s 378us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 117/500 326/326 [==============================] - 0s 378us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 118/500 326/326 [==============================] - 0s 367us/step - loss: 0.1932 - accuracy: 0.9306 Epoch 119/500 326/326 [==============================] - 0s 353us/step - loss: 0.1930 - accuracy: 0.9306 Epoch 120/500 326/326 [==============================] - 0s 361us/step - loss: 0.1927 - accuracy: 0.9317 Epoch 121/500 326/326 [==============================] - 0s 363us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 122/500 326/326 [==============================] - 0s 354us/step - loss: 0.1928 - accuracy: 0.9306 Epoch 123/500 326/326 [==============================] - 0s 372us/step - loss: 0.1925 - accuracy: 0.9320 Epoch 124/500 326/326 [==============================] - 0s 376us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 125/500 326/326 [==============================] - 0s 370us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 126/500 326/326 [==============================] - 0s 367us/step - loss: 0.1927 - accuracy: 0.9314 Epoch 127/500 326/326 [==============================] - 0s 380us/step - loss: 0.1925 - accuracy: 0.9319 Epoch 128/500 326/326 [==============================] - 0s 375us/step - loss: 0.1929 - accuracy: 0.9315 Epoch 129/500 326/326 [==============================] - 0s 396us/step - loss: 0.1925 - accuracy: 0.9318 Epoch 130/500 326/326 [==============================] - 0s 405us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 131/500 326/326 [==============================] - 0s 380us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 132/500 326/326 [==============================] - 0s 456us/step - loss: 0.1926 - accuracy: 0.9315 Epoch 133/500 326/326 [==============================] - 0s 357us/step - loss: 0.1923 - accuracy: 0.9318 Epoch 134/500 326/326 [==============================] - 0s 357us/step - loss: 0.1927 - accuracy: 0.9309 Epoch 135/500 326/326 [==============================] - 0s 370us/step - loss: 0.1926 - accuracy: 0.9319 Epoch 136/500 326/326 [==============================] - 0s 371us/step - loss: 0.1924 - accuracy: 0.9320 Epoch 137/500 326/326 [==============================] - 0s 365us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 138/500 326/326 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9317 Epoch 139/500 326/326 [==============================] - 0s 354us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 140/500 326/326 [==============================] - 0s 345us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 141/500 326/326 [==============================] - 0s 352us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 142/500 326/326 [==============================] - 0s 346us/step - loss: 0.1928 - accuracy: 0.9317 Epoch 143/500 326/326 [==============================] - 0s 348us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 144/500 326/326 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9313 Epoch 145/500 326/326 [==============================] - 0s 344us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 146/500 326/326 [==============================] - 0s 343us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 147/500 326/326 [==============================] - 0s 350us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 148/500 326/326 [==============================] - 0s 344us/step - loss: 0.1923 - accuracy: 0.9318 Epoch 149/500 326/326 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9322 Epoch 150/500 326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9328 Epoch 151/500 326/326 [==============================] - 0s 340us/step - loss: 0.1922 - accuracy: 0.9315 Epoch 152/500 326/326 [==============================] - 0s 363us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 153/500 326/326 [==============================] - 0s 395us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 154/500 326/326 [==============================] - 0s 369us/step - loss: 0.1924 - accuracy: 0.9313 Epoch 155/500 326/326 [==============================] - 0s 374us/step - loss: 0.1919 - accuracy: 0.9318 Epoch 156/500 326/326 [==============================] - 0s 367us/step - loss: 0.1922 - accuracy: 0.9319 Epoch 157/500 326/326 [==============================] - 0s 359us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 158/500 326/326 [==============================] - 0s 345us/step - loss: 0.1921 - accuracy: 0.9314 Epoch 159/500 326/326 [==============================] - 0s 360us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 160/500 326/326 [==============================] - 0s 341us/step - loss: 0.1922 - accuracy: 0.9323 Epoch 161/500 326/326 [==============================] - 0s 371us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 162/500 326/326 [==============================] - 0s 379us/step - loss: 0.1920 - accuracy: 0.9320 Epoch 163/500 326/326 [==============================] - 0s 363us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 164/500 326/326 [==============================] - 0s 351us/step - loss: 0.1916 - accuracy: 0.9323 Epoch 165/500 326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 166/500 326/326 [==============================] - 0s 344us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 167/500 326/326 [==============================] - 0s 339us/step - loss: 0.1921 - accuracy: 0.9314 Epoch 168/500 326/326 [==============================] - 0s 335us/step - loss: 0.1922 - accuracy: 0.9320 Epoch 169/500 326/326 [==============================] - 0s 343us/step - loss: 0.1920 - accuracy: 0.9319 Epoch 170/500 326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9320 Epoch 171/500 326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 172/500 326/326 [==============================] - 0s 339us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 173/500 326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9319 Epoch 174/500 326/326 [==============================] - 0s 340us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 175/500 326/326 [==============================] - 0s 397us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 176/500 326/326 [==============================] - 0s 339us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 177/500 326/326 [==============================] - 0s 339us/step - loss: 0.1917 - accuracy: 0.9319 Epoch 178/500 326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9319 Epoch 179/500 326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9329 Epoch 180/500 326/326 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 181/500 326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9322 Epoch 182/500 326/326 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 183/500 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9322 Epoch 184/500 326/326 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9319 Epoch 185/500 326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9323 Epoch 186/500 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9320 Epoch 187/500 326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9324 Epoch 188/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9325 Epoch 189/500 326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9322 Epoch 190/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9320 Epoch 191/500 326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9330 Epoch 192/500 326/326 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9323 Epoch 193/500 326/326 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9322 Epoch 194/500 326/326 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9325 Epoch 195/500 326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9326 Epoch 196/500 326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 197/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9326 Epoch 198/500 326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 199/500 326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9318 Epoch 200/500 326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9323 Epoch 201/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 202/500 326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9329 Epoch 203/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9328 Epoch 204/500 326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9330 Epoch 205/500 326/326 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9320 Epoch 206/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9324 Epoch 207/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9323 Epoch 208/500 326/326 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9322 Epoch 209/500 326/326 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9322 Epoch 210/500 326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9326 Epoch 211/500 326/326 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9329 Epoch 212/500 326/326 [==============================] - 0s 340us/step - loss: 0.1911 - accuracy: 0.9326 Epoch 213/500 326/326 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9330 Epoch 214/500 326/326 [==============================] - 0s 337us/step - loss: 0.1909 - accuracy: 0.9320 Epoch 215/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9335 Epoch 216/500 326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9331 Epoch 217/500 326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9328 Epoch 218/500 326/326 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9330 Epoch 219/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9323 Epoch 220/500 326/326 [==============================] - 0s 338us/step - loss: 0.1907 - accuracy: 0.9330 Epoch 221/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 222/500 326/326 [==============================] - 0s 378us/step - loss: 0.1909 - accuracy: 0.9334 Epoch 223/500 326/326 [==============================] - 0s 381us/step - loss: 0.1911 - accuracy: 0.9326 Epoch 224/500 326/326 [==============================] - 0s 389us/step - loss: 0.1910 - accuracy: 0.9330 Epoch 225/500 326/326 [==============================] - 0s 376us/step - loss: 0.1907 - accuracy: 0.9325 Epoch 226/500 326/326 [==============================] - 0s 341us/step - loss: 0.1912 - accuracy: 0.9331 Epoch 227/500 326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9320 Epoch 228/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9324 Epoch 229/500 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9325 Epoch 230/500 326/326 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9330 Epoch 231/500 326/326 [==============================] - 0s 338us/step - loss: 0.1908 - accuracy: 0.9325 Epoch 232/500 326/326 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 233/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9325 Epoch 234/500 326/326 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9330 Epoch 235/500 326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9331 Epoch 236/500 326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9331 Epoch 237/500 326/326 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9329 Epoch 238/500 326/326 [==============================] - 0s 338us/step - loss: 0.1909 - accuracy: 0.9325 Epoch 239/500 326/326 [==============================] - 0s 338us/step - loss: 0.1912 - accuracy: 0.9330 Epoch 240/500 326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9324 Epoch 241/500 326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9330 Epoch 242/500 326/326 [==============================] - 0s 338us/step - loss: 0.1909 - accuracy: 0.9335 Epoch 243/500 326/326 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 244/500 326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9329 Epoch 245/500 326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9330 Epoch 246/500 326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9334 Epoch 247/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9333 Epoch 248/500 326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9329 Epoch 249/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9342 Epoch 250/500 326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9333 Epoch 251/500 326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9330 Epoch 252/500 326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9333 Epoch 253/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9328 Epoch 254/500 326/326 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9326 Epoch 255/500 326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9326 Epoch 256/500 326/326 [==============================] - 0s 337us/step - loss: 0.1909 - accuracy: 0.9330 Epoch 257/500 326/326 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9335 Epoch 258/500 326/326 [==============================] - 0s 337us/step - loss: 0.1915 - accuracy: 0.9335 Epoch 259/500 326/326 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9330 Epoch 260/500 326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9333 Epoch 261/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9329 Epoch 262/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9331 Epoch 263/500 326/326 [==============================] - 0s 340us/step - loss: 0.1909 - accuracy: 0.9329 Epoch 264/500 326/326 [==============================] - 0s 339us/step - loss: 0.1909 - accuracy: 0.9339 Epoch 265/500 326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9340 Epoch 266/500 326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9329 Epoch 267/500 326/326 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9333 Epoch 268/500 326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9326 Epoch 269/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9336 Epoch 270/500 326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9331 Epoch 271/500 326/326 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9331 Epoch 272/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9324 Epoch 273/500 326/326 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9328 Epoch 274/500 326/326 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9338 Epoch 275/500 326/326 [==============================] - 0s 345us/step - loss: 0.1914 - accuracy: 0.9328 Epoch 276/500 326/326 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9329 Epoch 277/500 326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9323 Epoch 278/500 326/326 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9330 Epoch 279/500 326/326 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9335 Epoch 280/500 326/326 [==============================] - 0s 339us/step - loss: 0.1907 - accuracy: 0.9333 Epoch 281/500 326/326 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9326 Epoch 282/500 326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9335 Epoch 283/500 326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9328 Epoch 284/500 326/326 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9331 Epoch 285/500 326/326 [==============================] - 0s 338us/step - loss: 0.1911 - accuracy: 0.9326 Epoch 286/500 326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9338 Epoch 287/500 326/326 [==============================] - 0s 340us/step - loss: 0.1909 - accuracy: 0.9339 Epoch 288/500 326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9336 Epoch 289/500 326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9334 Epoch 290/500 326/326 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9339 Epoch 291/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9333 Epoch 292/500 326/326 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9340 Epoch 293/500 326/326 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9331 Epoch 294/500 326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9333 Epoch 295/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9340 Epoch 296/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9338 Epoch 297/500 326/326 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9342 Epoch 298/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9345 Epoch 299/500 326/326 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9340 Epoch 300/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9339 Epoch 301/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9336 Epoch 302/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9340 Epoch 303/500 326/326 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9338 Epoch 304/500 326/326 [==============================] - 0s 337us/step - loss: 0.1898 - accuracy: 0.9340 Epoch 305/500 326/326 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9336 Epoch 306/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9345 Epoch 307/500 326/326 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9341 Epoch 308/500 326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9333 Epoch 309/500 326/326 [==============================] - 0s 339us/step - loss: 0.1901 - accuracy: 0.9341 Epoch 310/500 326/326 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9349 Epoch 311/500 326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9340 Epoch 312/500 326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9342 Epoch 313/500 326/326 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9344 Epoch 314/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9335 Epoch 315/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9338 Epoch 316/500 326/326 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9338 Epoch 317/500 326/326 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9344 Epoch 318/500 326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9335 Epoch 319/500 326/326 [==============================] - 0s 337us/step - loss: 0.1903 - accuracy: 0.9333 Epoch 320/500 326/326 [==============================] - 0s 340us/step - loss: 0.1906 - accuracy: 0.9335 Epoch 321/500 326/326 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9341 Epoch 322/500 326/326 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 323/500 326/326 [==============================] - 0s 340us/step - loss: 0.1901 - accuracy: 0.9334 Epoch 324/500 326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9338 Epoch 325/500 326/326 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9345 Epoch 326/500 326/326 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9342 Epoch 327/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9344 Epoch 328/500 326/326 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9342 Epoch 329/500 326/326 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9335 Epoch 330/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9341 Epoch 331/500 326/326 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9344 Epoch 332/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 333/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9338 Epoch 334/500 326/326 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9345 Epoch 335/500 326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9339 Epoch 336/500 326/326 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9342 Epoch 337/500 326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9346 Epoch 338/500 326/326 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9351 Epoch 339/500 326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9341 Epoch 340/500 326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9339 Epoch 341/500 326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9338 Epoch 342/500 326/326 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9340 Epoch 343/500 326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9338 Epoch 344/500 326/326 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9340 Epoch 345/500 326/326 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9341 Epoch 346/500 326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9340 Epoch 347/500 326/326 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9342 Epoch 348/500 326/326 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9342 Epoch 349/500 326/326 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9339 Epoch 350/500 326/326 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9344 Epoch 351/500 326/326 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9341 Epoch 352/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9334 Epoch 353/500 326/326 [==============================] - 0s 337us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 354/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9339 Epoch 355/500 326/326 [==============================] - 0s 342us/step - loss: 0.1899 - accuracy: 0.9342 Epoch 356/500 326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9344 Epoch 357/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 358/500 326/326 [==============================] - 0s 338us/step - loss: 0.1899 - accuracy: 0.9345 Epoch 359/500 326/326 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9344 Epoch 360/500 326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9346 Epoch 361/500 326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9340 Epoch 362/500 326/326 [==============================] - 0s 338us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 363/500 326/326 [==============================] - 0s 339us/step - loss: 0.1895 - accuracy: 0.9344 Epoch 364/500 326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9342 Epoch 365/500 326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9342 Epoch 366/500 326/326 [==============================] - 0s 353us/step - loss: 0.1901 - accuracy: 0.9345 Epoch 367/500 326/326 [==============================] - 0s 384us/step - loss: 0.1898 - accuracy: 0.9339 Epoch 368/500 326/326 [==============================] - 0s 376us/step - loss: 0.1898 - accuracy: 0.9350 Epoch 369/500 326/326 [==============================] - 0s 390us/step - loss: 0.1899 - accuracy: 0.9346 Epoch 370/500 326/326 [==============================] - 0s 350us/step - loss: 0.1900 - accuracy: 0.9349 Epoch 371/500 326/326 [==============================] - 0s 340us/step - loss: 0.1898 - accuracy: 0.9341 Epoch 372/500 326/326 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9345 Epoch 373/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9345 Epoch 374/500 326/326 [==============================] - 0s 338us/step - loss: 0.1901 - accuracy: 0.9336 Epoch 375/500 326/326 [==============================] - 0s 337us/step - loss: 0.1898 - accuracy: 0.9346 Epoch 376/500 326/326 [==============================] - 0s 342us/step - loss: 0.1902 - accuracy: 0.9342 Epoch 377/500 326/326 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9342 Epoch 378/500 326/326 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9344 Epoch 379/500 326/326 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9347 Epoch 380/500 326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9344 Epoch 381/500 326/326 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9340 Epoch 382/500 326/326 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9346 Epoch 383/500 326/326 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9344 Epoch 384/500 326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9349 Epoch 385/500 326/326 [==============================] - 0s 339us/step - loss: 0.1901 - accuracy: 0.9353 Epoch 386/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 387/500 326/326 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9347 Epoch 388/500 326/326 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9341 Epoch 389/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9344 Epoch 390/500 326/326 [==============================] - 0s 337us/step - loss: 0.1901 - accuracy: 0.9346 Epoch 391/500 326/326 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9349 Epoch 392/500 326/326 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9340 Epoch 393/500 326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9350 Epoch 394/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9345 Epoch 395/500 326/326 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9345 Epoch 396/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 397/500 326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9346 Epoch 398/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 399/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9346 Epoch 400/500 326/326 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9341 Epoch 401/500 326/326 [==============================] - 0s 338us/step - loss: 0.1907 - accuracy: 0.9345 Epoch 402/500 326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 403/500 326/326 [==============================] - 0s 338us/step - loss: 0.1906 - accuracy: 0.9347 Epoch 404/500 326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9345 Epoch 405/500 326/326 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9341 Epoch 406/500 326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9344 Epoch 407/500 326/326 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9340 Epoch 408/500 326/326 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9342 Epoch 409/500 326/326 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9346 Epoch 410/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9342 Epoch 411/500 326/326 [==============================] - 0s 340us/step - loss: 0.1900 - accuracy: 0.9350 Epoch 412/500 326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9344 Epoch 413/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9346 Epoch 414/500 326/326 [==============================] - 0s 338us/step - loss: 0.1900 - accuracy: 0.9346 Epoch 415/500 326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9352 Epoch 416/500 326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9340 Epoch 417/500 326/326 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9340 Epoch 418/500 326/326 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9344 Epoch 419/500 326/326 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9342 Epoch 420/500 326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9346 Epoch 421/500 326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9338 Epoch 422/500 326/326 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9346 Epoch 423/500 326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9342 Epoch 424/500 326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9341 Epoch 425/500 326/326 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9347 Epoch 426/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9345 Epoch 427/500 326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9349 Epoch 428/500 326/326 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 429/500 326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9341 Epoch 430/500 326/326 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9349 Epoch 431/500 326/326 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9342 Epoch 432/500 326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9352 Epoch 433/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 434/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9344 Epoch 435/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9346 Epoch 436/500 326/326 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9345 Epoch 437/500 326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9340 Epoch 438/500 326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9345 Epoch 439/500 326/326 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9345 Epoch 440/500 326/326 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9349 Epoch 441/500 326/326 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9347 Epoch 442/500 326/326 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9351 Epoch 443/500 326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9351 Epoch 444/500 326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9350 Epoch 445/500 326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9351 Epoch 446/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9345 Epoch 447/500 326/326 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9347 Epoch 448/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9347 Epoch 449/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9352 Epoch 450/500 326/326 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 451/500 326/326 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9349 Epoch 452/500 326/326 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9347 Epoch 453/500 326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9341 Epoch 454/500 326/326 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9346 Epoch 455/500 326/326 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9349 Epoch 456/500 326/326 [==============================] - 0s 340us/step - loss: 0.1905 - accuracy: 0.9346 Epoch 457/500 326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9340 Epoch 458/500 326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9346 Epoch 459/500 326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 460/500 326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9346 Epoch 461/500 326/326 [==============================] - 0s 338us/step - loss: 0.1906 - accuracy: 0.9350 Epoch 462/500 326/326 [==============================] - 0s 340us/step - loss: 0.1910 - accuracy: 0.9351 Epoch 463/500 326/326 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9346 Epoch 464/500 326/326 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9345 Epoch 465/500 326/326 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9349 Epoch 466/500 326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9352 Epoch 467/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9340 Epoch 468/500 326/326 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9345 Epoch 469/500 326/326 [==============================] - 0s 337us/step - loss: 0.1909 - accuracy: 0.9342 Epoch 470/500 326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9350 Epoch 471/500 326/326 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9346 Epoch 472/500 326/326 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9342 Epoch 473/500 326/326 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9347 Epoch 474/500 326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9349 Epoch 475/500 326/326 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9338 Epoch 476/500 326/326 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9345 Epoch 477/500 326/326 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9347 Epoch 478/500 326/326 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9346 Epoch 479/500 326/326 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9346 Epoch 480/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9345 Epoch 481/500 326/326 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9340 Epoch 482/500 326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9344 Epoch 483/500 326/326 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9345 Epoch 484/500 326/326 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9342 Epoch 485/500 326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9346 Epoch 486/500 326/326 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9344 Epoch 487/500 326/326 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9344 Epoch 488/500 326/326 [==============================] - 0s 338us/step - loss: 0.1911 - accuracy: 0.9341 Epoch 489/500 326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9340 Epoch 490/500 326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9341 Epoch 491/500 326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9344 Epoch 492/500 326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9345 Epoch 493/500 326/326 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9350 Epoch 494/500 326/326 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9342 Epoch 495/500 326/326 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9349 Epoch 496/500 326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9344 Epoch 497/500 326/326 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9342 Epoch 498/500 326/326 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9341 Epoch 499/500 326/326 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9344 Epoch 500/500 326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9342 29/29 [==============================] - 0s 308us/step Epoch 1/100 255/255 [==============================] - 0s 376us/step - loss: 0.4637 - accuracy: 0.9280 Epoch 2/100 255/255 [==============================] - 0s 332us/step - loss: 0.2080 - accuracy: 0.9307 Epoch 3/100 255/255 [==============================] - 0s 332us/step - loss: 0.2001 - accuracy: 0.9307 Epoch 4/100 255/255 [==============================] - 0s 334us/step - loss: 0.1975 - accuracy: 0.9307 Epoch 5/100 255/255 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9307 Epoch 6/100 255/255 [==============================] - 0s 332us/step - loss: 0.1952 - accuracy: 0.9307 Epoch 7/100 255/255 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 8/100 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 9/100 255/255 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 10/100 255/255 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 11/100 255/255 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 12/100 255/255 [==============================] - 0s 367us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 13/100 255/255 [==============================] - 0s 371us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 14/100 255/255 [==============================] - 0s 381us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 15/100 255/255 [==============================] - 0s 376us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 16/100 255/255 [==============================] - 0s 356us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 17/100 255/255 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 18/100 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 19/100 255/255 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 20/100 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 21/100 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 22/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 23/100 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 24/100 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 25/100 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 26/100 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 27/100 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 28/100 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 29/100 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 30/100 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 31/100 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 32/100 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 33/100 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 34/100 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 35/100 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 36/100 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 37/100 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 38/100 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9296 Epoch 39/100 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 40/100 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 41/100 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 42/100 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 43/100 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 44/100 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 45/100 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 46/100 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 47/100 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 48/100 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 49/100 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 50/100 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 51/100 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 52/100 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 53/100 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 54/100 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 55/100 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 56/100 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 57/100 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 58/100 255/255 [==============================] - 0s 412us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 59/100 255/255 [==============================] - 0s 338us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 60/100 255/255 [==============================] - 0s 338us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 61/100 255/255 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 62/100 255/255 [==============================] - 0s 324us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 63/100 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 64/100 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 65/100 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 66/100 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 67/100 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 68/100 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 69/100 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 70/100 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 71/100 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 72/100 255/255 [==============================] - 0s 325us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 73/100 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 74/100 255/255 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 75/100 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 76/100 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 77/100 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 78/100 255/255 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 79/100 255/255 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 80/100 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 81/100 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 82/100 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 83/100 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 84/100 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 85/100 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 86/100 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9318 Epoch 87/100 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 88/100 255/255 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 89/100 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 90/100 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 91/100 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 92/100 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 93/100 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 94/100 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 95/100 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9319 Epoch 96/100 255/255 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 97/100 255/255 [==============================] - 0s 326us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 98/100 255/255 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9321 Epoch 99/100 255/255 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9319 Epoch 100/100 255/255 [==============================] - 0s 327us/step - loss: 0.1880 - accuracy: 0.9315 29/29 [==============================] - 0s 307us/step Epoch 1/100 255/255 [==============================] - 0s 369us/step - loss: 0.4450 - accuracy: 0.9299 Epoch 2/100 255/255 [==============================] - 0s 327us/step - loss: 0.2104 - accuracy: 0.9301 Epoch 3/100 255/255 [==============================] - 0s 331us/step - loss: 0.2018 - accuracy: 0.9301 Epoch 4/100 255/255 [==============================] - 0s 326us/step - loss: 0.1993 - accuracy: 0.9301 Epoch 5/100 255/255 [==============================] - 0s 330us/step - loss: 0.1982 - accuracy: 0.9301 Epoch 6/100 255/255 [==============================] - 0s 332us/step - loss: 0.1973 - accuracy: 0.9301 Epoch 7/100 255/255 [==============================] - 0s 331us/step - loss: 0.1969 - accuracy: 0.9301 Epoch 8/100 255/255 [==============================] - 0s 331us/step - loss: 0.1964 - accuracy: 0.9301 Epoch 9/100 255/255 [==============================] - 0s 328us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 10/100 255/255 [==============================] - 0s 331us/step - loss: 0.1958 - accuracy: 0.9301 Epoch 11/100 255/255 [==============================] - 0s 328us/step - loss: 0.1957 - accuracy: 0.9301 Epoch 12/100 255/255 [==============================] - 0s 331us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 13/100 255/255 [==============================] - 0s 328us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 14/100 255/255 [==============================] - 0s 335us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 15/100 255/255 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 16/100 255/255 [==============================] - 0s 328us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 17/100 255/255 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 18/100 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 19/100 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 20/100 255/255 [==============================] - 0s 328us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 21/100 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 22/100 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 23/100 255/255 [==============================] - 0s 324us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 24/100 255/255 [==============================] - 0s 327us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 25/100 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 26/100 255/255 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 27/100 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 28/100 255/255 [==============================] - 0s 325us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 29/100 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 30/100 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 31/100 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 32/100 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 33/100 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 34/100 255/255 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 35/100 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 36/100 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 37/100 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 38/100 255/255 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 39/100 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 40/100 255/255 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 41/100 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 42/100 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 43/100 255/255 [==============================] - 0s 328us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 44/100 255/255 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 45/100 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 46/100 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 47/100 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 48/100 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 49/100 255/255 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 50/100 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 51/100 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 52/100 255/255 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 53/100 255/255 [==============================] - 0s 414us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 54/100 255/255 [==============================] - 0s 343us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 55/100 255/255 [==============================] - 0s 338us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 56/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 57/100 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 58/100 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 59/100 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9296 Epoch 60/100 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 61/100 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 62/100 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9294 Epoch 63/100 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 64/100 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 65/100 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 66/100 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 67/100 255/255 [==============================] - 0s 326us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 68/100 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 69/100 255/255 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 70/100 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 71/100 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 72/100 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 73/100 255/255 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 74/100 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 75/100 255/255 [==============================] - 0s 326us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 76/100 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 77/100 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 78/100 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 79/100 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 80/100 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 81/100 255/255 [==============================] - 0s 325us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 82/100 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 83/100 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9302 Epoch 84/100 255/255 [==============================] - 0s 325us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 85/100 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 86/100 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 87/100 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 88/100 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 89/100 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 90/100 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 91/100 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 92/100 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 93/100 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 94/100 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 95/100 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 96/100 255/255 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 97/100 255/255 [==============================] - 0s 376us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 98/100 255/255 [==============================] - 0s 373us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 99/100 255/255 [==============================] - 0s 373us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 100/100 255/255 [==============================] - 0s 349us/step - loss: 0.1901 - accuracy: 0.9313 29/29 [==============================] - 0s 327us/step Epoch 1/100 255/255 [==============================] - 0s 372us/step - loss: 0.4422 - accuracy: 0.9305 Epoch 2/100 255/255 [==============================] - 0s 328us/step - loss: 0.2065 - accuracy: 0.9310 Epoch 3/100 255/255 [==============================] - 0s 330us/step - loss: 0.2003 - accuracy: 0.9310 Epoch 4/100 255/255 [==============================] - 0s 329us/step - loss: 0.1982 - accuracy: 0.9310 Epoch 5/100 255/255 [==============================] - 0s 331us/step - loss: 0.1970 - accuracy: 0.9310 Epoch 6/100 255/255 [==============================] - 0s 334us/step - loss: 0.1963 - accuracy: 0.9310 Epoch 7/100 255/255 [==============================] - 0s 334us/step - loss: 0.1957 - accuracy: 0.9310 Epoch 8/100 255/255 [==============================] - 0s 331us/step - loss: 0.1954 - accuracy: 0.9310 Epoch 9/100 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9310 Epoch 10/100 255/255 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9310 Epoch 11/100 255/255 [==============================] - 0s 329us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 12/100 255/255 [==============================] - 0s 327us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 13/100 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 14/100 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 15/100 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 16/100 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 17/100 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 18/100 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 19/100 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 20/100 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 21/100 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 22/100 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 23/100 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 24/100 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 25/100 255/255 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 26/100 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 27/100 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 28/100 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 29/100 255/255 [==============================] - 0s 339us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 30/100 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 31/100 255/255 [==============================] - 0s 326us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 32/100 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 33/100 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 34/100 255/255 [==============================] - 0s 326us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 35/100 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 36/100 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 37/100 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 38/100 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 39/100 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 40/100 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 41/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 42/100 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 43/100 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 44/100 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 45/100 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 46/100 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 47/100 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 48/100 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 49/100 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 50/100 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 51/100 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 52/100 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 53/100 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 54/100 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 55/100 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 56/100 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 57/100 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 58/100 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 59/100 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 60/100 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 61/100 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 62/100 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 63/100 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 64/100 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 65/100 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 66/100 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 67/100 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 68/100 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 69/100 255/255 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 70/100 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 71/100 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9321 Epoch 72/100 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 73/100 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 74/100 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 75/100 255/255 [==============================] - 0s 325us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 76/100 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 77/100 255/255 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 78/100 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9319 Epoch 79/100 255/255 [==============================] - 0s 325us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 80/100 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 81/100 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9318 Epoch 82/100 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 83/100 255/255 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 84/100 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9319 Epoch 85/100 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 86/100 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 87/100 255/255 [==============================] - 0s 383us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 88/100 255/255 [==============================] - 0s 365us/step - loss: 0.1887 - accuracy: 0.9319 Epoch 89/100 255/255 [==============================] - 0s 341us/step - loss: 0.1887 - accuracy: 0.9319 Epoch 90/100 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9319 Epoch 91/100 255/255 [==============================] - 0s 435us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 92/100 255/255 [==============================] - 0s 342us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 93/100 255/255 [==============================] - 0s 345us/step - loss: 0.1885 - accuracy: 0.9319 Epoch 94/100 255/255 [==============================] - 0s 335us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 95/100 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 96/100 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 97/100 255/255 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 98/100 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 99/100 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9321 Epoch 100/100 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9323 29/29 [==============================] - 0s 315us/step Epoch 1/100 255/255 [==============================] - 0s 372us/step - loss: 0.4513 - accuracy: 0.9270 Epoch 2/100 255/255 [==============================] - 0s 328us/step - loss: 0.2121 - accuracy: 0.9291 Epoch 3/100 255/255 [==============================] - 0s 327us/step - loss: 0.2054 - accuracy: 0.9291 Epoch 4/100 255/255 [==============================] - 0s 327us/step - loss: 0.2030 - accuracy: 0.9291 Epoch 5/100 255/255 [==============================] - 0s 327us/step - loss: 0.2017 - accuracy: 0.9291 Epoch 6/100 255/255 [==============================] - 0s 328us/step - loss: 0.2006 - accuracy: 0.9291 Epoch 7/100 255/255 [==============================] - 0s 329us/step - loss: 0.1998 - accuracy: 0.9291 Epoch 8/100 255/255 [==============================] - 0s 331us/step - loss: 0.1992 - accuracy: 0.9291 Epoch 9/100 255/255 [==============================] - 0s 329us/step - loss: 0.1988 - accuracy: 0.9291 Epoch 10/100 255/255 [==============================] - 0s 329us/step - loss: 0.1984 - accuracy: 0.9291 Epoch 11/100 255/255 [==============================] - 0s 329us/step - loss: 0.1984 - accuracy: 0.9291 Epoch 12/100 255/255 [==============================] - 0s 330us/step - loss: 0.1978 - accuracy: 0.9291 Epoch 13/100 255/255 [==============================] - 0s 329us/step - loss: 0.1977 - accuracy: 0.9291 Epoch 14/100 255/255 [==============================] - 0s 333us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 15/100 255/255 [==============================] - 0s 329us/step - loss: 0.1979 - accuracy: 0.9291 Epoch 16/100 255/255 [==============================] - 0s 332us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 17/100 255/255 [==============================] - 0s 330us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 18/100 255/255 [==============================] - 0s 326us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 19/100 255/255 [==============================] - 0s 331us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 20/100 255/255 [==============================] - 0s 334us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 21/100 255/255 [==============================] - 0s 330us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 22/100 255/255 [==============================] - 0s 329us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 23/100 255/255 [==============================] - 0s 329us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 24/100 255/255 [==============================] - 0s 330us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 25/100 255/255 [==============================] - 0s 332us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 26/100 255/255 [==============================] - 0s 334us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 27/100 255/255 [==============================] - 0s 330us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 28/100 255/255 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 29/100 255/255 [==============================] - 0s 328us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 30/100 255/255 [==============================] - 0s 327us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 31/100 255/255 [==============================] - 0s 329us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 32/100 255/255 [==============================] - 0s 330us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 33/100 255/255 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 34/100 255/255 [==============================] - 0s 332us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 35/100 255/255 [==============================] - 0s 328us/step - loss: 0.1963 - accuracy: 0.9291 Epoch 36/100 255/255 [==============================] - 0s 329us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 37/100 255/255 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 38/100 255/255 [==============================] - 0s 333us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 39/100 255/255 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 40/100 255/255 [==============================] - 0s 331us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 41/100 255/255 [==============================] - 0s 335us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 42/100 255/255 [==============================] - 0s 329us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 43/100 255/255 [==============================] - 0s 337us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 44/100 255/255 [==============================] - 0s 331us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 45/100 255/255 [==============================] - 0s 327us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 46/100 255/255 [==============================] - 0s 330us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 47/100 255/255 [==============================] - 0s 331us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 48/100 255/255 [==============================] - 0s 328us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 49/100 255/255 [==============================] - 0s 326us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 50/100 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 51/100 255/255 [==============================] - 0s 330us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 52/100 255/255 [==============================] - 0s 327us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 53/100 255/255 [==============================] - 0s 329us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 54/100 255/255 [==============================] - 0s 413us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 55/100 255/255 [==============================] - 0s 389us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 56/100 255/255 [==============================] - 0s 389us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 57/100 255/255 [==============================] - 0s 370us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 58/100 255/255 [==============================] - 0s 363us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 59/100 255/255 [==============================] - 0s 351us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 60/100 255/255 [==============================] - 0s 346us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 61/100 255/255 [==============================] - 0s 343us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 62/100 255/255 [==============================] - 0s 348us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 63/100 255/255 [==============================] - 0s 375us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 64/100 255/255 [==============================] - 0s 391us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 65/100 255/255 [==============================] - 0s 403us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 66/100 255/255 [==============================] - 0s 378us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 67/100 255/255 [==============================] - 0s 346us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 68/100 255/255 [==============================] - 0s 343us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 69/100 255/255 [==============================] - 0s 346us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 70/100 255/255 [==============================] - 0s 356us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 71/100 255/255 [==============================] - 0s 366us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 72/100 255/255 [==============================] - 0s 362us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 73/100 255/255 [==============================] - 0s 354us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 74/100 255/255 [==============================] - 0s 352us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 75/100 255/255 [==============================] - 0s 359us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 76/100 255/255 [==============================] - 0s 377us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 77/100 255/255 [==============================] - 0s 389us/step - loss: 0.1949 - accuracy: 0.9292 Epoch 78/100 255/255 [==============================] - 0s 378us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 79/100 255/255 [==============================] - 0s 389us/step - loss: 0.1948 - accuracy: 0.9292 Epoch 80/100 255/255 [==============================] - 0s 346us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 81/100 255/255 [==============================] - 0s 338us/step - loss: 0.1946 - accuracy: 0.9303 Epoch 82/100 255/255 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9297 Epoch 83/100 255/255 [==============================] - 0s 355us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 84/100 255/255 [==============================] - 0s 340us/step - loss: 0.1947 - accuracy: 0.9297 Epoch 85/100 255/255 [==============================] - 0s 327us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 86/100 255/255 [==============================] - 0s 338us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 87/100 255/255 [==============================] - 0s 335us/step - loss: 0.1944 - accuracy: 0.9298 Epoch 88/100 255/255 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9297 Epoch 89/100 255/255 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9298 Epoch 90/100 255/255 [==============================] - 0s 340us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 91/100 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 92/100 255/255 [==============================] - 0s 329us/step - loss: 0.1942 - accuracy: 0.9297 Epoch 93/100 255/255 [==============================] - 0s 338us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 94/100 255/255 [==============================] - 0s 329us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 95/100 255/255 [==============================] - 0s 334us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 96/100 255/255 [==============================] - 0s 343us/step - loss: 0.1943 - accuracy: 0.9297 Epoch 97/100 255/255 [==============================] - 0s 415us/step - loss: 0.1941 - accuracy: 0.9299 Epoch 98/100 255/255 [==============================] - 0s 379us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 99/100 255/255 [==============================] - 0s 441us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 100/100 255/255 [==============================] - 0s 376us/step - loss: 0.1940 - accuracy: 0.9294 29/29 [==============================] - 0s 352us/step Epoch 1/100 255/255 [==============================] - 1s 375us/step - loss: 0.4901 - accuracy: 0.9280 Epoch 2/100 255/255 [==============================] - 0s 334us/step - loss: 0.2120 - accuracy: 0.9307 Epoch 3/100 255/255 [==============================] - 0s 336us/step - loss: 0.2039 - accuracy: 0.9307 Epoch 4/100 255/255 [==============================] - 0s 330us/step - loss: 0.2011 - accuracy: 0.9307 Epoch 5/100 255/255 [==============================] - 0s 331us/step - loss: 0.1994 - accuracy: 0.9307 Epoch 6/100 255/255 [==============================] - 0s 331us/step - loss: 0.1983 - accuracy: 0.9307 Epoch 7/100 255/255 [==============================] - 0s 332us/step - loss: 0.1974 - accuracy: 0.9307 Epoch 8/100 255/255 [==============================] - 0s 329us/step - loss: 0.1970 - accuracy: 0.9307 Epoch 9/100 255/255 [==============================] - 0s 335us/step - loss: 0.1963 - accuracy: 0.9307 Epoch 10/100 255/255 [==============================] - 0s 327us/step - loss: 0.1958 - accuracy: 0.9307 Epoch 11/100 255/255 [==============================] - 0s 329us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 12/100 255/255 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9307 Epoch 13/100 255/255 [==============================] - 0s 326us/step - loss: 0.1946 - accuracy: 0.9307 Epoch 14/100 255/255 [==============================] - 0s 329us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 15/100 255/255 [==============================] - 0s 329us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 16/100 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 17/100 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 18/100 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 19/100 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 20/100 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 21/100 255/255 [==============================] - 0s 344us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 22/100 255/255 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 23/100 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 24/100 255/255 [==============================] - 0s 332us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 25/100 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 26/100 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 27/100 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 28/100 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 29/100 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 30/100 255/255 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 31/100 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 32/100 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 33/100 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 34/100 255/255 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 35/100 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 36/100 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 37/100 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 38/100 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 39/100 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 40/100 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 41/100 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 42/100 255/255 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 43/100 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 44/100 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 45/100 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 46/100 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 47/100 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 48/100 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 49/100 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 50/100 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 51/100 255/255 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 52/100 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 53/100 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 54/100 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9299 Epoch 55/100 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 56/100 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 57/100 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 58/100 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 59/100 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 60/100 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 61/100 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 62/100 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 63/100 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 64/100 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 65/100 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 66/100 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 67/100 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 68/100 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 69/100 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 70/100 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 71/100 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 72/100 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 73/100 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 74/100 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 75/100 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 76/100 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 77/100 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 78/100 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 79/100 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 80/100 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 81/100 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 82/100 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 83/100 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 84/100 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 85/100 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 86/100 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 87/100 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 88/100 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 89/100 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 90/100 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 91/100 255/255 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 92/100 255/255 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 93/100 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 94/100 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 95/100 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9321 Epoch 96/100 255/255 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 97/100 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 98/100 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 99/100 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 100/100 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9314 29/29 [==============================] - 0s 299us/step Epoch 1/100 255/255 [==============================] - 0s 375us/step - loss: 0.4534 - accuracy: 0.9270 Epoch 2/100 255/255 [==============================] - 0s 333us/step - loss: 0.2113 - accuracy: 0.9305 Epoch 3/100 255/255 [==============================] - 0s 330us/step - loss: 0.2024 - accuracy: 0.9305 Epoch 4/100 255/255 [==============================] - 0s 348us/step - loss: 0.1991 - accuracy: 0.9305 Epoch 5/100 255/255 [==============================] - 0s 334us/step - loss: 0.1974 - accuracy: 0.9305 Epoch 6/100 255/255 [==============================] - 0s 329us/step - loss: 0.1963 - accuracy: 0.9305 Epoch 7/100 255/255 [==============================] - 0s 337us/step - loss: 0.1956 - accuracy: 0.9305 Epoch 8/100 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9305 Epoch 9/100 255/255 [==============================] - 0s 328us/step - loss: 0.1947 - accuracy: 0.9305 Epoch 10/100 255/255 [==============================] - 0s 328us/step - loss: 0.1943 - accuracy: 0.9305 Epoch 11/100 255/255 [==============================] - 0s 326us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 12/100 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 13/100 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 14/100 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 15/100 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 16/100 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 17/100 255/255 [==============================] - 0s 326us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 18/100 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 19/100 255/255 [==============================] - 0s 325us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 20/100 255/255 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 21/100 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 22/100 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 23/100 255/255 [==============================] - 0s 327us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 24/100 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 25/100 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 26/100 255/255 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 27/100 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 28/100 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 29/100 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 30/100 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 31/100 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 32/100 255/255 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 33/100 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 34/100 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 35/100 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 36/100 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 37/100 255/255 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 38/100 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 39/100 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 40/100 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 41/100 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 42/100 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 43/100 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 44/100 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 45/100 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 46/100 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 47/100 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 48/100 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 49/100 255/255 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 50/100 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 51/100 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 52/100 255/255 [==============================] - 0s 343us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 53/100 255/255 [==============================] - 0s 362us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 54/100 255/255 [==============================] - 0s 375us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 55/100 255/255 [==============================] - 0s 378us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 56/100 255/255 [==============================] - 0s 385us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 57/100 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 58/100 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 59/100 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 60/100 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 61/100 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 62/100 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 63/100 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 64/100 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 65/100 255/255 [==============================] - 0s 339us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 66/100 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 67/100 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 68/100 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 69/100 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 70/100 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 71/100 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 72/100 255/255 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 73/100 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 74/100 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 75/100 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 76/100 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 77/100 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 78/100 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 79/100 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 80/100 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 81/100 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 82/100 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 83/100 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 84/100 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 85/100 255/255 [==============================] - 0s 323us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 86/100 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 87/100 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 88/100 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 89/100 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 90/100 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 91/100 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 92/100 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 93/100 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 94/100 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 95/100 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 96/100 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 97/100 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 98/100 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 99/100 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 100/100 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9307 29/29 [==============================] - 0s 301us/step Epoch 1/100 255/255 [==============================] - 0s 374us/step - loss: 0.4621 - accuracy: 0.9286 Epoch 2/100 255/255 [==============================] - 0s 331us/step - loss: 0.2098 - accuracy: 0.9301 Epoch 3/100 255/255 [==============================] - 0s 331us/step - loss: 0.2014 - accuracy: 0.9301 Epoch 4/100 255/255 [==============================] - 0s 328us/step - loss: 0.1986 - accuracy: 0.9301 Epoch 5/100 255/255 [==============================] - 0s 332us/step - loss: 0.1972 - accuracy: 0.9301 Epoch 6/100 255/255 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9301 Epoch 7/100 255/255 [==============================] - 0s 328us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 8/100 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 9/100 255/255 [==============================] - 0s 328us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 10/100 255/255 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 11/100 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 12/100 255/255 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 13/100 255/255 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 14/100 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 15/100 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 16/100 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 17/100 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 18/100 255/255 [==============================] - 0s 333us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 19/100 255/255 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 20/100 255/255 [==============================] - 0s 326us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 21/100 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 22/100 255/255 [==============================] - 0s 340us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 23/100 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 24/100 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 25/100 255/255 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 26/100 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 27/100 255/255 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 28/100 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 29/100 255/255 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 30/100 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 31/100 255/255 [==============================] - 0s 325us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 32/100 255/255 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 33/100 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 34/100 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 35/100 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 36/100 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 37/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 38/100 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 39/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 40/100 255/255 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 41/100 255/255 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 42/100 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 43/100 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 44/100 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 45/100 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 46/100 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 47/100 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 48/100 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 49/100 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 50/100 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 51/100 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 52/100 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 53/100 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 54/100 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 55/100 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 56/100 255/255 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9301 Epoch 57/100 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 58/100 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 59/100 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 60/100 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 61/100 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9302 Epoch 62/100 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 63/100 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 64/100 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 65/100 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 66/100 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 67/100 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 68/100 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 69/100 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 70/100 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 71/100 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 72/100 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9302 Epoch 73/100 255/255 [==============================] - 0s 325us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 74/100 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 75/100 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 76/100 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 77/100 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 78/100 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 79/100 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 80/100 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 81/100 255/255 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 82/100 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 83/100 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 84/100 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 85/100 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 86/100 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 87/100 255/255 [==============================] - 0s 324us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 88/100 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 89/100 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 90/100 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 91/100 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 92/100 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 93/100 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 94/100 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 95/100 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 96/100 255/255 [==============================] - 0s 325us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 97/100 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 98/100 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 99/100 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 100/100 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9307 29/29 [==============================] - 0s 315us/step Epoch 1/100 255/255 [==============================] - 0s 374us/step - loss: 0.4625 - accuracy: 0.9305 Epoch 2/100 255/255 [==============================] - 0s 329us/step - loss: 0.2113 - accuracy: 0.9308 Epoch 3/100 255/255 [==============================] - 0s 326us/step - loss: 0.2031 - accuracy: 0.9308 Epoch 4/100 255/255 [==============================] - 0s 328us/step - loss: 0.2006 - accuracy: 0.9308 Epoch 5/100 255/255 [==============================] - 0s 329us/step - loss: 0.1987 - accuracy: 0.9308 Epoch 6/100 255/255 [==============================] - 0s 327us/step - loss: 0.1980 - accuracy: 0.9308 Epoch 7/100 255/255 [==============================] - 0s 327us/step - loss: 0.1973 - accuracy: 0.9308 Epoch 8/100 255/255 [==============================] - 0s 326us/step - loss: 0.1968 - accuracy: 0.9308 Epoch 9/100 255/255 [==============================] - 0s 330us/step - loss: 0.1963 - accuracy: 0.9308 Epoch 10/100 255/255 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9308 Epoch 11/100 255/255 [==============================] - 0s 331us/step - loss: 0.1958 - accuracy: 0.9308 Epoch 12/100 255/255 [==============================] - 0s 326us/step - loss: 0.1955 - accuracy: 0.9308 Epoch 13/100 255/255 [==============================] - 0s 326us/step - loss: 0.1953 - accuracy: 0.9308 Epoch 14/100 255/255 [==============================] - 0s 326us/step - loss: 0.1949 - accuracy: 0.9308 Epoch 15/100 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9308 Epoch 16/100 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 17/100 255/255 [==============================] - 0s 329us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 18/100 255/255 [==============================] - 0s 327us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 19/100 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 20/100 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 21/100 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 22/100 255/255 [==============================] - 0s 327us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 23/100 255/255 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 24/100 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 25/100 255/255 [==============================] - 0s 327us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 26/100 255/255 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 27/100 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 28/100 255/255 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 29/100 255/255 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 30/100 255/255 [==============================] - 0s 326us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 31/100 255/255 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 32/100 255/255 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 33/100 255/255 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 34/100 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 35/100 255/255 [==============================] - 0s 353us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 36/100 255/255 [==============================] - 0s 376us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 37/100 255/255 [==============================] - 0s 379us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 38/100 255/255 [==============================] - 0s 367us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 39/100 255/255 [==============================] - 0s 369us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 40/100 255/255 [==============================] - 0s 337us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 41/100 255/255 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 42/100 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 43/100 255/255 [==============================] - 0s 325us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 44/100 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 45/100 255/255 [==============================] - 0s 325us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 46/100 255/255 [==============================] - 0s 326us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 47/100 255/255 [==============================] - 0s 335us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 48/100 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 49/100 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 50/100 255/255 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 51/100 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 52/100 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 53/100 255/255 [==============================] - 0s 324us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 54/100 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 55/100 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 56/100 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 57/100 255/255 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 58/100 255/255 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 59/100 255/255 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 60/100 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 61/100 255/255 [==============================] - 0s 326us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 62/100 255/255 [==============================] - 0s 375us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 63/100 255/255 [==============================] - 0s 356us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 64/100 255/255 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 65/100 255/255 [==============================] - 0s 338us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 66/100 255/255 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 67/100 255/255 [==============================] - 0s 325us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 68/100 255/255 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 69/100 255/255 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 70/100 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 71/100 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 72/100 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 73/100 255/255 [==============================] - 0s 348us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 74/100 255/255 [==============================] - 0s 340us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 75/100 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 76/100 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 77/100 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 78/100 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 79/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 80/100 255/255 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 81/100 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 82/100 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 83/100 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 84/100 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 85/100 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 86/100 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 87/100 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 88/100 255/255 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 89/100 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 90/100 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 91/100 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 92/100 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 93/100 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 94/100 255/255 [==============================] - 0s 417us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 95/100 255/255 [==============================] - 0s 411us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 96/100 255/255 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 97/100 255/255 [==============================] - 0s 342us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 98/100 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 99/100 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 100/100 255/255 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9308 29/29 [==============================] - 0s 301us/step Epoch 1/100 255/255 [==============================] - 0s 374us/step - loss: 0.4414 - accuracy: 0.9259 Epoch 2/100 255/255 [==============================] - 0s 330us/step - loss: 0.2091 - accuracy: 0.9296 Epoch 3/100 255/255 [==============================] - 0s 330us/step - loss: 0.2035 - accuracy: 0.9296 Epoch 4/100 255/255 [==============================] - 0s 333us/step - loss: 0.2012 - accuracy: 0.9296 Epoch 5/100 255/255 [==============================] - 0s 330us/step - loss: 0.2000 - accuracy: 0.9296 Epoch 6/100 255/255 [==============================] - 0s 329us/step - loss: 0.1993 - accuracy: 0.9296 Epoch 7/100 255/255 [==============================] - 0s 331us/step - loss: 0.1988 - accuracy: 0.9296 Epoch 8/100 255/255 [==============================] - 0s 334us/step - loss: 0.1982 - accuracy: 0.9296 Epoch 9/100 255/255 [==============================] - 0s 335us/step - loss: 0.1978 - accuracy: 0.9296 Epoch 10/100 255/255 [==============================] - 0s 330us/step - loss: 0.1974 - accuracy: 0.9296 Epoch 11/100 255/255 [==============================] - 0s 330us/step - loss: 0.1972 - accuracy: 0.9296 Epoch 12/100 255/255 [==============================] - 0s 333us/step - loss: 0.1970 - accuracy: 0.9296 Epoch 13/100 255/255 [==============================] - 0s 331us/step - loss: 0.1970 - accuracy: 0.9296 Epoch 14/100 255/255 [==============================] - 0s 328us/step - loss: 0.1967 - accuracy: 0.9296 Epoch 15/100 255/255 [==============================] - 0s 333us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 16/100 255/255 [==============================] - 0s 328us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 17/100 255/255 [==============================] - 0s 331us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 18/100 255/255 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 19/100 255/255 [==============================] - 0s 333us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 20/100 255/255 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 21/100 255/255 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 22/100 255/255 [==============================] - 0s 330us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 23/100 255/255 [==============================] - 0s 333us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 24/100 255/255 [==============================] - 0s 330us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 25/100 255/255 [==============================] - 0s 330us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 26/100 255/255 [==============================] - 0s 330us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 27/100 255/255 [==============================] - 0s 328us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 28/100 255/255 [==============================] - 0s 328us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 29/100 255/255 [==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 30/100 255/255 [==============================] - 0s 328us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 31/100 255/255 [==============================] - 0s 332us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 32/100 255/255 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 33/100 255/255 [==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 34/100 255/255 [==============================] - 0s 330us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 35/100 255/255 [==============================] - 0s 327us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 36/100 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 37/100 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 38/100 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 39/100 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 40/100 255/255 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 41/100 255/255 [==============================] - 0s 328us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 42/100 255/255 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 43/100 255/255 [==============================] - 0s 329us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 44/100 255/255 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 45/100 255/255 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 46/100 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 47/100 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 48/100 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 49/100 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 50/100 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 51/100 255/255 [==============================] - 0s 336us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 52/100 255/255 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 53/100 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 54/100 255/255 [==============================] - 0s 327us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 55/100 255/255 [==============================] - 0s 326us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 56/100 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 57/100 255/255 [==============================] - 0s 328us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 58/100 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 59/100 255/255 [==============================] - 0s 326us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 60/100 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 61/100 255/255 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 62/100 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 63/100 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 64/100 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 65/100 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 66/100 255/255 [==============================] - 0s 328us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 67/100 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 68/100 255/255 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 69/100 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 70/100 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 71/100 255/255 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 72/100 255/255 [==============================] - 0s 327us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 73/100 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 74/100 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 75/100 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 76/100 255/255 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 77/100 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 78/100 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 79/100 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 80/100 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9294 Epoch 81/100 255/255 [==============================] - 0s 327us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 82/100 255/255 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9293 Epoch 83/100 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 84/100 255/255 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9302 Epoch 85/100 255/255 [==============================] - 0s 327us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 86/100 255/255 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 87/100 255/255 [==============================] - 0s 327us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 88/100 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 89/100 255/255 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9304 Epoch 90/100 255/255 [==============================] - 0s 326us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 91/100 255/255 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 92/100 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 93/100 255/255 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 94/100 255/255 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 95/100 255/255 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 96/100 255/255 [==============================] - 0s 327us/step - loss: 0.1934 - accuracy: 0.9304 Epoch 97/100 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 98/100 255/255 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 99/100 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9304 Epoch 100/100 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9299 29/29 [==============================] - 0s 313us/step Epoch 1/100 255/255 [==============================] - 0s 371us/step - loss: 0.4989 - accuracy: 0.9258 Epoch 2/100 255/255 [==============================] - 0s 334us/step - loss: 0.2206 - accuracy: 0.9294 Epoch 3/100 255/255 [==============================] - 0s 328us/step - loss: 0.2072 - accuracy: 0.9294 Epoch 4/100 255/255 [==============================] - 0s 329us/step - loss: 0.2035 - accuracy: 0.9294 Epoch 5/100 255/255 [==============================] - 0s 333us/step - loss: 0.2017 - accuracy: 0.9294 Epoch 6/100 255/255 [==============================] - 0s 331us/step - loss: 0.2005 - accuracy: 0.9294 Epoch 7/100 255/255 [==============================] - 0s 330us/step - loss: 0.1998 - accuracy: 0.9294 Epoch 8/100 255/255 [==============================] - 0s 338us/step - loss: 0.1992 - accuracy: 0.9294 Epoch 9/100 255/255 [==============================] - 0s 329us/step - loss: 0.1989 - accuracy: 0.9294 Epoch 10/100 255/255 [==============================] - 0s 333us/step - loss: 0.1986 - accuracy: 0.9294 Epoch 11/100 255/255 [==============================] - 0s 327us/step - loss: 0.1981 - accuracy: 0.9294 Epoch 12/100 255/255 [==============================] - 0s 328us/step - loss: 0.1980 - accuracy: 0.9294 Epoch 13/100 255/255 [==============================] - 0s 329us/step - loss: 0.1979 - accuracy: 0.9294 Epoch 14/100 255/255 [==============================] - 0s 328us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 15/100 255/255 [==============================] - 0s 329us/step - loss: 0.1975 - accuracy: 0.9294 Epoch 16/100 255/255 [==============================] - 0s 337us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 17/100 255/255 [==============================] - 0s 373us/step - loss: 0.1972 - accuracy: 0.9294 Epoch 18/100 255/255 [==============================] - 0s 354us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 19/100 255/255 [==============================] - 0s 347us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 20/100 255/255 [==============================] - 0s 370us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 21/100 255/255 [==============================] - 0s 355us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 22/100 255/255 [==============================] - 0s 334us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 23/100 255/255 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 24/100 255/255 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 25/100 255/255 [==============================] - 0s 330us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 26/100 255/255 [==============================] - 0s 331us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 27/100 255/255 [==============================] - 0s 334us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 28/100 255/255 [==============================] - 0s 331us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 29/100 255/255 [==============================] - 0s 329us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 30/100 255/255 [==============================] - 0s 333us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 31/100 255/255 [==============================] - 0s 331us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 32/100 255/255 [==============================] - 0s 332us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 33/100 255/255 [==============================] - 0s 332us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 34/100 255/255 [==============================] - 0s 330us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 35/100 255/255 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 36/100 255/255 [==============================] - 0s 333us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 37/100 255/255 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 38/100 255/255 [==============================] - 0s 330us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 39/100 255/255 [==============================] - 0s 331us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 40/100 255/255 [==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 41/100 255/255 [==============================] - 0s 329us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 42/100 255/255 [==============================] - 0s 332us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 43/100 255/255 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 44/100 255/255 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 45/100 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 46/100 255/255 [==============================] - 0s 329us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 47/100 255/255 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 48/100 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 49/100 255/255 [==============================] - 0s 328us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 50/100 255/255 [==============================] - 0s 331us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 51/100 255/255 [==============================] - 0s 333us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 52/100 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 53/100 255/255 [==============================] - 0s 326us/step - loss: 0.1945 - accuracy: 0.9294 Epoch 54/100 255/255 [==============================] - 0s 329us/step - loss: 0.1943 - accuracy: 0.9294 Epoch 55/100 255/255 [==============================] - 0s 326us/step - loss: 0.1945 - accuracy: 0.9294 Epoch 56/100 255/255 [==============================] - 0s 326us/step - loss: 0.1943 - accuracy: 0.9294 Epoch 57/100 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 58/100 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9294 Epoch 59/100 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9294 Epoch 60/100 255/255 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 61/100 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 62/100 255/255 [==============================] - 0s 327us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 63/100 255/255 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 64/100 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 65/100 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 66/100 255/255 [==============================] - 0s 336us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 67/100 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 68/100 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 69/100 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 70/100 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 71/100 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 72/100 255/255 [==============================] - 0s 329us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 73/100 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 74/100 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 75/100 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 76/100 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 77/100 255/255 [==============================] - 0s 328us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 78/100 255/255 [==============================] - 0s 327us/step - loss: 0.1938 - accuracy: 0.9293 Epoch 79/100 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9299 Epoch 80/100 255/255 [==============================] - 0s 327us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 81/100 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 82/100 255/255 [==============================] - 0s 326us/step - loss: 0.1939 - accuracy: 0.9298 Epoch 83/100 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 84/100 255/255 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9298 Epoch 85/100 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 86/100 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 87/100 255/255 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 88/100 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9298 Epoch 89/100 255/255 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 90/100 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9298 Epoch 91/100 255/255 [==============================] - 0s 327us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 92/100 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 93/100 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 94/100 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 95/100 255/255 [==============================] - 0s 336us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 96/100 255/255 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 97/100 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 98/100 255/255 [==============================] - 0s 371us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 99/100 255/255 [==============================] - 0s 383us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 100/100 255/255 [==============================] - 0s 354us/step - loss: 0.1935 - accuracy: 0.9298 29/29 [==============================] - 0s 328us/step Epoch 1/100 255/255 [==============================] - 0s 403us/step - loss: 0.4354 - accuracy: 0.9307 Epoch 2/100 255/255 [==============================] - 0s 392us/step - loss: 0.2045 - accuracy: 0.9307 Epoch 3/100 255/255 [==============================] - 0s 390us/step - loss: 0.1987 - accuracy: 0.9307 Epoch 4/100 255/255 [==============================] - 0s 373us/step - loss: 0.1966 - accuracy: 0.9307 Epoch 5/100 255/255 [==============================] - 0s 389us/step - loss: 0.1955 - accuracy: 0.9307 Epoch 6/100 255/255 [==============================] - 0s 399us/step - loss: 0.1949 - accuracy: 0.9307 Epoch 7/100 255/255 [==============================] - 0s 343us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 8/100 255/255 [==============================] - 0s 348us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 9/100 255/255 [==============================] - 0s 413us/step - loss: 0.1937 - accuracy: 0.9307 Epoch 10/100 255/255 [==============================] - 0s 393us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 11/100 255/255 [==============================] - 0s 385us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 12/100 255/255 [==============================] - 0s 384us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 13/100 255/255 [==============================] - 0s 394us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 14/100 255/255 [==============================] - 0s 436us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 15/100 255/255 [==============================] - 0s 392us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 16/100 255/255 [==============================] - 0s 382us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 17/100 255/255 [==============================] - 0s 379us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 18/100 255/255 [==============================] - 0s 457us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 19/100 255/255 [==============================] - 0s 408us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 20/100 255/255 [==============================] - 0s 372us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 21/100 255/255 [==============================] - 0s 371us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 22/100 255/255 [==============================] - 0s 366us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 23/100 255/255 [==============================] - 0s 379us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 24/100 255/255 [==============================] - 0s 373us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 25/100 255/255 [==============================] - 0s 369us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 26/100 255/255 [==============================] - 0s 371us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 27/100 255/255 [==============================] - 0s 376us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 28/100 255/255 [==============================] - 0s 379us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 29/100 255/255 [==============================] - 0s 375us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 30/100 255/255 [==============================] - 0s 383us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 31/100 255/255 [==============================] - 0s 363us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 32/100 255/255 [==============================] - 0s 370us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 33/100 255/255 [==============================] - 0s 353us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 34/100 255/255 [==============================] - 0s 369us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 35/100 255/255 [==============================] - 0s 362us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 36/100 255/255 [==============================] - 0s 365us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 37/100 255/255 [==============================] - 0s 363us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 38/100 255/255 [==============================] - 0s 375us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 39/100 255/255 [==============================] - 0s 369us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 40/100 255/255 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 41/100 255/255 [==============================] - 0s 371us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 42/100 255/255 [==============================] - 0s 369us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 43/100 255/255 [==============================] - 0s 353us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 44/100 255/255 [==============================] - 0s 354us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 45/100 255/255 [==============================] - 0s 361us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 46/100 255/255 [==============================] - 0s 366us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 47/100 255/255 [==============================] - 0s 362us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 48/100 255/255 [==============================] - 0s 357us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 49/100 255/255 [==============================] - 0s 374us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 50/100 255/255 [==============================] - 0s 365us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 51/100 255/255 [==============================] - 0s 361us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 52/100 255/255 [==============================] - 0s 361us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 53/100 255/255 [==============================] - 0s 372us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 54/100 255/255 [==============================] - 0s 357us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 55/100 255/255 [==============================] - 0s 367us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 56/100 255/255 [==============================] - 0s 371us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 57/100 255/255 [==============================] - 0s 370us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 58/100 255/255 [==============================] - 0s 361us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 59/100 255/255 [==============================] - 0s 370us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 60/100 255/255 [==============================] - 0s 375us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 61/100 255/255 [==============================] - 0s 383us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 62/100 255/255 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 63/100 255/255 [==============================] - 0s 380us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 64/100 255/255 [==============================] - 0s 380us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 65/100 255/255 [==============================] - 0s 375us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 66/100 255/255 [==============================] - 0s 373us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 67/100 255/255 [==============================] - 0s 382us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 68/100 255/255 [==============================] - 0s 380us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 69/100 255/255 [==============================] - 0s 369us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 70/100 255/255 [==============================] - 0s 372us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 71/100 255/255 [==============================] - 0s 459us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 72/100 255/255 [==============================] - 0s 359us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 73/100 255/255 [==============================] - 0s 354us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 74/100 255/255 [==============================] - 0s 363us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 75/100 255/255 [==============================] - 0s 371us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 76/100 255/255 [==============================] - 0s 364us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 77/100 255/255 [==============================] - 0s 367us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 78/100 255/255 [==============================] - 0s 369us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 79/100 255/255 [==============================] - 0s 382us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 80/100 255/255 [==============================] - 0s 358us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 81/100 255/255 [==============================] - 0s 373us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 82/100 255/255 [==============================] - 0s 368us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 83/100 255/255 [==============================] - 0s 365us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 84/100 255/255 [==============================] - 0s 371us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 85/100 255/255 [==============================] - 0s 365us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 86/100 255/255 [==============================] - 0s 368us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 87/100 255/255 [==============================] - 0s 361us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 88/100 255/255 [==============================] - 0s 368us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 89/100 255/255 [==============================] - 0s 373us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 90/100 255/255 [==============================] - 0s 382us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 91/100 255/255 [==============================] - 0s 366us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 92/100 255/255 [==============================] - 0s 376us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 93/100 255/255 [==============================] - 0s 403us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 94/100 255/255 [==============================] - 0s 399us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 95/100 255/255 [==============================] - 0s 370us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 96/100 255/255 [==============================] - 0s 368us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 97/100 255/255 [==============================] - 0s 371us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 98/100 255/255 [==============================] - 0s 364us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 99/100 255/255 [==============================] - 0s 370us/step - loss: 0.1903 - accuracy: 0.9301 Epoch 100/100 255/255 [==============================] - 0s 369us/step - loss: 0.1900 - accuracy: 0.9312 29/29 [==============================] - 0s 328us/step Epoch 1/100 255/255 [==============================] - 0s 402us/step - loss: 0.4357 - accuracy: 0.9301 Epoch 2/100 255/255 [==============================] - 0s 367us/step - loss: 0.2078 - accuracy: 0.9301 Epoch 3/100 255/255 [==============================] - 0s 373us/step - loss: 0.2011 - accuracy: 0.9301 Epoch 4/100 255/255 [==============================] - 0s 366us/step - loss: 0.1993 - accuracy: 0.9301 Epoch 5/100 255/255 [==============================] - 0s 370us/step - loss: 0.1981 - accuracy: 0.9301 Epoch 6/100 255/255 [==============================] - 0s 361us/step - loss: 0.1976 - accuracy: 0.9301 Epoch 7/100 255/255 [==============================] - 0s 365us/step - loss: 0.1972 - accuracy: 0.9301 Epoch 8/100 255/255 [==============================] - 0s 375us/step - loss: 0.1969 - accuracy: 0.9301 Epoch 9/100 255/255 [==============================] - 0s 365us/step - loss: 0.1964 - accuracy: 0.9301 Epoch 10/100 255/255 [==============================] - 0s 372us/step - loss: 0.1964 - accuracy: 0.9301 Epoch 11/100 255/255 [==============================] - 0s 375us/step - loss: 0.1962 - accuracy: 0.9301 Epoch 12/100 255/255 [==============================] - 0s 355us/step - loss: 0.1960 - accuracy: 0.9301 Epoch 13/100 255/255 [==============================] - 0s 361us/step - loss: 0.1959 - accuracy: 0.9301 Epoch 14/100 255/255 [==============================] - 0s 365us/step - loss: 0.1955 - accuracy: 0.9301 Epoch 15/100 255/255 [==============================] - 0s 375us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 16/100 255/255 [==============================] - 0s 366us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 17/100 255/255 [==============================] - 0s 350us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 18/100 255/255 [==============================] - 0s 365us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 19/100 255/255 [==============================] - 0s 376us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 20/100 255/255 [==============================] - 0s 371us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 21/100 255/255 [==============================] - 0s 379us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 22/100 255/255 [==============================] - 0s 376us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 23/100 255/255 [==============================] - 0s 385us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 24/100 255/255 [==============================] - 0s 357us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 25/100 255/255 [==============================] - 0s 374us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 26/100 255/255 [==============================] - 0s 371us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 27/100 255/255 [==============================] - 0s 368us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 28/100 255/255 [==============================] - 0s 374us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 29/100 255/255 [==============================] - 0s 354us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 30/100 255/255 [==============================] - 0s 364us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 31/100 255/255 [==============================] - 0s 370us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 32/100 255/255 [==============================] - 0s 370us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 33/100 255/255 [==============================] - 0s 395us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 34/100 255/255 [==============================] - 0s 366us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 35/100 255/255 [==============================] - 0s 352us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 36/100 255/255 [==============================] - 0s 364us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 37/100 255/255 [==============================] - 0s 357us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 38/100 255/255 [==============================] - 0s 374us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 39/100 255/255 [==============================] - 0s 364us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 40/100 255/255 [==============================] - 0s 373us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 41/100 255/255 [==============================] - 0s 367us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 42/100 255/255 [==============================] - 0s 353us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 43/100 255/255 [==============================] - 0s 372us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 44/100 255/255 [==============================] - 0s 375us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 45/100 255/255 [==============================] - 0s 373us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 46/100 255/255 [==============================] - 0s 366us/step - loss: 0.1925 - accuracy: 0.9299 Epoch 47/100 255/255 [==============================] - 0s 373us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 48/100 255/255 [==============================] - 0s 376us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 49/100 255/255 [==============================] - 0s 369us/step - loss: 0.1922 - accuracy: 0.9303 Epoch 50/100 255/255 [==============================] - 0s 361us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 51/100 255/255 [==============================] - 0s 365us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 52/100 255/255 [==============================] - 0s 379us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 53/100 255/255 [==============================] - 0s 374us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 54/100 255/255 [==============================] - 0s 374us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 55/100 255/255 [==============================] - 0s 354us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 56/100 255/255 [==============================] - 0s 360us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 57/100 255/255 [==============================] - 0s 368us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 58/100 255/255 [==============================] - 0s 361us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 59/100 255/255 [==============================] - 0s 362us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 60/100 255/255 [==============================] - 0s 360us/step - loss: 0.1921 - accuracy: 0.9299 Epoch 61/100 255/255 [==============================] - 0s 362us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 62/100 255/255 [==============================] - 0s 368us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 63/100 255/255 [==============================] - 0s 366us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 64/100 255/255 [==============================] - 0s 376us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 65/100 255/255 [==============================] - 0s 367us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 66/100 255/255 [==============================] - 0s 365us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 67/100 255/255 [==============================] - 0s 369us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 68/100 255/255 [==============================] - 0s 352us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 69/100 255/255 [==============================] - 0s 359us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 70/100 255/255 [==============================] - 0s 358us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 71/100 255/255 [==============================] - 0s 358us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 72/100 255/255 [==============================] - 0s 367us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 73/100 255/255 [==============================] - 0s 358us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 74/100 255/255 [==============================] - 0s 383us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 75/100 255/255 [==============================] - 0s 378us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 76/100 255/255 [==============================] - 0s 383us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 77/100 255/255 [==============================] - 0s 385us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 78/100 255/255 [==============================] - 0s 393us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 79/100 255/255 [==============================] - 0s 370us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 80/100 255/255 [==============================] - 0s 369us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 81/100 255/255 [==============================] - 0s 381us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 82/100 255/255 [==============================] - 0s 381us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 83/100 255/255 [==============================] - 0s 376us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 84/100 255/255 [==============================] - 0s 377us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 85/100 255/255 [==============================] - 0s 378us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 86/100 255/255 [==============================] - 0s 384us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 87/100 255/255 [==============================] - 0s 369us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 88/100 255/255 [==============================] - 0s 369us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 89/100 255/255 [==============================] - 0s 384us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 90/100 255/255 [==============================] - 0s 366us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 91/100 255/255 [==============================] - 0s 360us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 92/100 255/255 [==============================] - 0s 369us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 93/100 255/255 [==============================] - 0s 372us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 94/100 255/255 [==============================] - 0s 374us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 95/100 255/255 [==============================] - 0s 373us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 96/100 255/255 [==============================] - 0s 354us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 97/100 255/255 [==============================] - 0s 366us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 98/100 255/255 [==============================] - 0s 387us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 99/100 255/255 [==============================] - 0s 360us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 100/100 255/255 [==============================] - 0s 375us/step - loss: 0.1917 - accuracy: 0.9309 29/29 [==============================] - 0s 347us/step Epoch 1/100 255/255 [==============================] - 0s 410us/step - loss: 0.5037 - accuracy: 0.9294 Epoch 2/100 255/255 [==============================] - 0s 354us/step - loss: 0.2200 - accuracy: 0.9310 Epoch 3/100 255/255 [==============================] - 0s 354us/step - loss: 0.2042 - accuracy: 0.9310 Epoch 4/100 255/255 [==============================] - 0s 449us/step - loss: 0.2012 - accuracy: 0.9310 Epoch 5/100 255/255 [==============================] - 0s 357us/step - loss: 0.1994 - accuracy: 0.9310 Epoch 6/100 255/255 [==============================] - 0s 354us/step - loss: 0.1981 - accuracy: 0.9310 Epoch 7/100 255/255 [==============================] - 0s 347us/step - loss: 0.1972 - accuracy: 0.9310 Epoch 8/100 255/255 [==============================] - 0s 349us/step - loss: 0.1966 - accuracy: 0.9310 Epoch 9/100 255/255 [==============================] - 0s 372us/step - loss: 0.1962 - accuracy: 0.9310 Epoch 10/100 255/255 [==============================] - 0s 357us/step - loss: 0.1959 - accuracy: 0.9310 Epoch 11/100 255/255 [==============================] - 0s 363us/step - loss: 0.1955 - accuracy: 0.9310 Epoch 12/100 255/255 [==============================] - 0s 363us/step - loss: 0.1952 - accuracy: 0.9310 Epoch 13/100 255/255 [==============================] - 0s 354us/step - loss: 0.1949 - accuracy: 0.9310 Epoch 14/100 255/255 [==============================] - 0s 356us/step - loss: 0.1947 - accuracy: 0.9310 Epoch 15/100 255/255 [==============================] - 0s 355us/step - loss: 0.1945 - accuracy: 0.9310 Epoch 16/100 255/255 [==============================] - 0s 364us/step - loss: 0.1942 - accuracy: 0.9310 Epoch 17/100 255/255 [==============================] - 0s 355us/step - loss: 0.1942 - accuracy: 0.9310 Epoch 18/100 255/255 [==============================] - 0s 355us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 19/100 255/255 [==============================] - 0s 365us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 20/100 255/255 [==============================] - 0s 448us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 21/100 255/255 [==============================] - 0s 354us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 22/100 255/255 [==============================] - 0s 354us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 23/100 255/255 [==============================] - 0s 366us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 24/100 255/255 [==============================] - 0s 369us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 25/100 255/255 [==============================] - 0s 376us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 26/100 255/255 [==============================] - 0s 358us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 27/100 255/255 [==============================] - 0s 362us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 28/100 255/255 [==============================] - 0s 372us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 29/100 255/255 [==============================] - 0s 366us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 30/100 255/255 [==============================] - 0s 370us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 31/100 255/255 [==============================] - 0s 391us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 32/100 255/255 [==============================] - 0s 364us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 33/100 255/255 [==============================] - 0s 360us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 34/100 255/255 [==============================] - 0s 356us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 35/100 255/255 [==============================] - 0s 361us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 36/100 255/255 [==============================] - 0s 369us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 37/100 255/255 [==============================] - 0s 365us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 38/100 255/255 [==============================] - 0s 477us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 39/100 255/255 [==============================] - 0s 361us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 40/100 255/255 [==============================] - 0s 362us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 41/100 255/255 [==============================] - 0s 354us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 42/100 255/255 [==============================] - 0s 438us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 43/100 255/255 [==============================] - 0s 406us/step - loss: 0.1920 - accuracy: 0.9312 Epoch 44/100 255/255 [==============================] - 0s 384us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 45/100 255/255 [==============================] - 0s 357us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 46/100 255/255 [==============================] - 0s 360us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 47/100 255/255 [==============================] - 0s 500us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 48/100 255/255 [==============================] - 0s 473us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 49/100 255/255 [==============================] - 0s 385us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 50/100 255/255 [==============================] - 0s 372us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 51/100 255/255 [==============================] - 0s 366us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 52/100 255/255 [==============================] - 0s 375us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 53/100 255/255 [==============================] - 0s 369us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 54/100 255/255 [==============================] - 0s 388us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 55/100 255/255 [==============================] - 0s 359us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 56/100 255/255 [==============================] - 0s 341us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 57/100 255/255 [==============================] - 0s 339us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 58/100 255/255 [==============================] - 0s 354us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 59/100 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 60/100 255/255 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 61/100 255/255 [==============================] - 0s 348us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 62/100 255/255 [==============================] - 0s 387us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 63/100 255/255 [==============================] - 0s 378us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 64/100 255/255 [==============================] - 0s 362us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 65/100 255/255 [==============================] - 0s 356us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 66/100 255/255 [==============================] - 0s 345us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 67/100 255/255 [==============================] - 0s 357us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 68/100 255/255 [==============================] - 0s 354us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 69/100 255/255 [==============================] - 0s 361us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 70/100 255/255 [==============================] - 0s 351us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 71/100 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 72/100 255/255 [==============================] - 0s 350us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 73/100 255/255 [==============================] - 0s 404us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 74/100 255/255 [==============================] - 0s 387us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 75/100 255/255 [==============================] - 0s 350us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 76/100 255/255 [==============================] - 0s 385us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 77/100 255/255 [==============================] - 0s 416us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 78/100 255/255 [==============================] - 0s 396us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 79/100 255/255 [==============================] - 0s 404us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 80/100 255/255 [==============================] - 0s 364us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 81/100 255/255 [==============================] - 0s 349us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 82/100 255/255 [==============================] - 0s 365us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 83/100 255/255 [==============================] - 0s 405us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 84/100 255/255 [==============================] - 0s 394us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 85/100 255/255 [==============================] - 0s 358us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 86/100 255/255 [==============================] - 0s 354us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 87/100 255/255 [==============================] - 0s 345us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 88/100 255/255 [==============================] - 0s 416us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 89/100 255/255 [==============================] - 0s 370us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 90/100 255/255 [==============================] - 0s 388us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 91/100 255/255 [==============================] - 0s 416us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 92/100 255/255 [==============================] - 0s 416us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 93/100 255/255 [==============================] - 0s 389us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 94/100 255/255 [==============================] - 0s 399us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 95/100 255/255 [==============================] - 0s 391us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 96/100 255/255 [==============================] - 0s 374us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 97/100 255/255 [==============================] - 0s 373us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 98/100 255/255 [==============================] - 0s 387us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 99/100 255/255 [==============================] - 0s 371us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 100/100 255/255 [==============================] - 0s 369us/step - loss: 0.1906 - accuracy: 0.9318 29/29 [==============================] - 0s 342us/step Epoch 1/100 255/255 [==============================] - 0s 410us/step - loss: 0.5385 - accuracy: 0.9259 Epoch 2/100 255/255 [==============================] - 0s 362us/step - loss: 0.2378 - accuracy: 0.9291 Epoch 3/100 255/255 [==============================] - 0s 361us/step - loss: 0.2083 - accuracy: 0.9291 Epoch 4/100 255/255 [==============================] - 0s 380us/step - loss: 0.2046 - accuracy: 0.9291 Epoch 5/100 255/255 [==============================] - 0s 385us/step - loss: 0.2027 - accuracy: 0.9291 Epoch 6/100 255/255 [==============================] - 0s 374us/step - loss: 0.2016 - accuracy: 0.9291 Epoch 7/100 255/255 [==============================] - 0s 376us/step - loss: 0.2008 - accuracy: 0.9291 Epoch 8/100 255/255 [==============================] - 0s 377us/step - loss: 0.2001 - accuracy: 0.9291 Epoch 9/100 255/255 [==============================] - 0s 374us/step - loss: 0.1998 - accuracy: 0.9291 Epoch 10/100 255/255 [==============================] - 0s 382us/step - loss: 0.1994 - accuracy: 0.9291 Epoch 11/100 255/255 [==============================] - 0s 376us/step - loss: 0.1992 - accuracy: 0.9291 Epoch 12/100 255/255 [==============================] - 0s 376us/step - loss: 0.1990 - accuracy: 0.9291 Epoch 13/100 255/255 [==============================] - 0s 386us/step - loss: 0.1987 - accuracy: 0.9291 Epoch 14/100 255/255 [==============================] - 0s 374us/step - loss: 0.1987 - accuracy: 0.9291 Epoch 15/100 255/255 [==============================] - 0s 378us/step - loss: 0.1984 - accuracy: 0.9291 Epoch 16/100 255/255 [==============================] - 0s 370us/step - loss: 0.1983 - accuracy: 0.9291 Epoch 17/100 255/255 [==============================] - 0s 375us/step - loss: 0.1981 - accuracy: 0.9291 Epoch 18/100 255/255 [==============================] - 0s 381us/step - loss: 0.1977 - accuracy: 0.9291 Epoch 19/100 255/255 [==============================] - 0s 374us/step - loss: 0.1980 - accuracy: 0.9291 Epoch 20/100 255/255 [==============================] - 0s 353us/step - loss: 0.1978 - accuracy: 0.9291 Epoch 21/100 255/255 [==============================] - 0s 368us/step - loss: 0.1978 - accuracy: 0.9291 Epoch 22/100 255/255 [==============================] - 0s 374us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 23/100 255/255 [==============================] - 0s 385us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 24/100 255/255 [==============================] - 0s 448us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 25/100 255/255 [==============================] - 0s 358us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 26/100 255/255 [==============================] - 0s 376us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 27/100 255/255 [==============================] - 0s 382us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 28/100 255/255 [==============================] - 0s 370us/step - loss: 0.1972 - accuracy: 0.9291 Epoch 29/100 255/255 [==============================] - 0s 363us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 30/100 255/255 [==============================] - 0s 351us/step - loss: 0.1972 - accuracy: 0.9291 Epoch 31/100 255/255 [==============================] - 0s 380us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 32/100 255/255 [==============================] - 0s 363us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 33/100 255/255 [==============================] - 0s 365us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 34/100 255/255 [==============================] - 0s 378us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 35/100 255/255 [==============================] - 0s 377us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 36/100 255/255 [==============================] - 0s 383us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 37/100 255/255 [==============================] - 0s 362us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 38/100 255/255 [==============================] - 0s 363us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 39/100 255/255 [==============================] - 0s 361us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 40/100 255/255 [==============================] - 0s 364us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 41/100 255/255 [==============================] - 0s 372us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 42/100 255/255 [==============================] - 0s 375us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 43/100 255/255 [==============================] - 0s 354us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 44/100 255/255 [==============================] - 0s 368us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 45/100 255/255 [==============================] - 0s 377us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 46/100 255/255 [==============================] - 0s 346us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 47/100 255/255 [==============================] - 0s 383us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 48/100 255/255 [==============================] - 0s 369us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 49/100 255/255 [==============================] - 0s 346us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 50/100 255/255 [==============================] - 0s 378us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 51/100 255/255 [==============================] - 0s 373us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 52/100 255/255 [==============================] - 0s 380us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 53/100 255/255 [==============================] - 0s 383us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 54/100 255/255 [==============================] - 0s 373us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 55/100 255/255 [==============================] - 0s 388us/step - loss: 0.1964 - accuracy: 0.9291 Epoch 56/100 255/255 [==============================] - 0s 372us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 57/100 255/255 [==============================] - 0s 364us/step - loss: 0.1963 - accuracy: 0.9291 Epoch 58/100 255/255 [==============================] - 0s 379us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 59/100 255/255 [==============================] - 0s 371us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 60/100 255/255 [==============================] - 0s 371us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 61/100 255/255 [==============================] - 0s 379us/step - loss: 0.1963 - accuracy: 0.9296 Epoch 62/100 255/255 [==============================] - 0s 376us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 63/100 255/255 [==============================] - 0s 379us/step - loss: 0.1961 - accuracy: 0.9293 Epoch 64/100 255/255 [==============================] - 0s 370us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 65/100 255/255 [==============================] - 0s 354us/step - loss: 0.1960 - accuracy: 0.9297 Epoch 66/100 255/255 [==============================] - 0s 356us/step - loss: 0.1961 - accuracy: 0.9292 Epoch 67/100 255/255 [==============================] - 0s 364us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 68/100 255/255 [==============================] - 0s 375us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 69/100 255/255 [==============================] - 0s 352us/step - loss: 0.1960 - accuracy: 0.9296 Epoch 70/100 255/255 [==============================] - 0s 369us/step - loss: 0.1958 - accuracy: 0.9297 Epoch 71/100 255/255 [==============================] - 0s 379us/step - loss: 0.1960 - accuracy: 0.9293 Epoch 72/100 255/255 [==============================] - 0s 368us/step - loss: 0.1960 - accuracy: 0.9293 Epoch 73/100 255/255 [==============================] - 0s 372us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 74/100 255/255 [==============================] - 0s 355us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 75/100 255/255 [==============================] - 0s 353us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 76/100 255/255 [==============================] - 0s 360us/step - loss: 0.1958 - accuracy: 0.9293 Epoch 77/100 255/255 [==============================] - 0s 359us/step - loss: 0.1957 - accuracy: 0.9293 Epoch 78/100 255/255 [==============================] - 0s 371us/step - loss: 0.1958 - accuracy: 0.9292 Epoch 79/100 255/255 [==============================] - 0s 367us/step - loss: 0.1957 - accuracy: 0.9292 Epoch 80/100 255/255 [==============================] - 0s 377us/step - loss: 0.1958 - accuracy: 0.9292 Epoch 81/100 255/255 [==============================] - 0s 367us/step - loss: 0.1957 - accuracy: 0.9289 Epoch 82/100 255/255 [==============================] - 0s 366us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 83/100 255/255 [==============================] - 0s 363us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 84/100 255/255 [==============================] - 0s 370us/step - loss: 0.1955 - accuracy: 0.9293 Epoch 85/100 255/255 [==============================] - 0s 376us/step - loss: 0.1955 - accuracy: 0.9292 Epoch 86/100 255/255 [==============================] - 0s 357us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 87/100 255/255 [==============================] - 0s 361us/step - loss: 0.1957 - accuracy: 0.9292 Epoch 88/100 255/255 [==============================] - 0s 385us/step - loss: 0.1956 - accuracy: 0.9293 Epoch 89/100 255/255 [==============================] - 0s 370us/step - loss: 0.1956 - accuracy: 0.9292 Epoch 90/100 255/255 [==============================] - 0s 374us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 91/100 255/255 [==============================] - 0s 379us/step - loss: 0.1956 - accuracy: 0.9293 Epoch 92/100 255/255 [==============================] - 0s 372us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 93/100 255/255 [==============================] - 0s 393us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 94/100 255/255 [==============================] - 0s 374us/step - loss: 0.1952 - accuracy: 0.9294 Epoch 95/100 255/255 [==============================] - 0s 375us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 96/100 255/255 [==============================] - 0s 379us/step - loss: 0.1954 - accuracy: 0.9292 Epoch 97/100 255/255 [==============================] - 0s 386us/step - loss: 0.1955 - accuracy: 0.9297 Epoch 98/100 255/255 [==============================] - 0s 384us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 99/100 255/255 [==============================] - 0s 387us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 100/100 255/255 [==============================] - 0s 385us/step - loss: 0.1951 - accuracy: 0.9298 29/29 [==============================] - 0s 345us/step Epoch 1/100 255/255 [==============================] - 0s 418us/step - loss: 0.4760 - accuracy: 0.9283 Epoch 2/100 255/255 [==============================] - 0s 354us/step - loss: 0.2128 - accuracy: 0.9307 Epoch 3/100 255/255 [==============================] - 0s 389us/step - loss: 0.2032 - accuracy: 0.9307 Epoch 4/100 255/255 [==============================] - 0s 407us/step - loss: 0.2006 - accuracy: 0.9307 Epoch 5/100 255/255 [==============================] - 0s 377us/step - loss: 0.1990 - accuracy: 0.9307 Epoch 6/100 255/255 [==============================] - 0s 391us/step - loss: 0.1980 - accuracy: 0.9307 Epoch 7/100 255/255 [==============================] - 0s 390us/step - loss: 0.1973 - accuracy: 0.9307 Epoch 8/100 255/255 [==============================] - 0s 391us/step - loss: 0.1965 - accuracy: 0.9307 Epoch 9/100 255/255 [==============================] - 0s 379us/step - loss: 0.1959 - accuracy: 0.9307 Epoch 10/100 255/255 [==============================] - 0s 399us/step - loss: 0.1957 - accuracy: 0.9307 Epoch 11/100 255/255 [==============================] - 0s 373us/step - loss: 0.1952 - accuracy: 0.9307 Epoch 12/100 255/255 [==============================] - 0s 424us/step - loss: 0.1950 - accuracy: 0.9307 Epoch 13/100 255/255 [==============================] - 0s 420us/step - loss: 0.1947 - accuracy: 0.9307 Epoch 14/100 255/255 [==============================] - 0s 411us/step - loss: 0.1945 - accuracy: 0.9307 Epoch 15/100 255/255 [==============================] - 0s 461us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 16/100 255/255 [==============================] - 0s 403us/step - loss: 0.1944 - accuracy: 0.9307 Epoch 17/100 255/255 [==============================] - 0s 391us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 18/100 255/255 [==============================] - 0s 372us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 19/100 255/255 [==============================] - 0s 387us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 20/100 255/255 [==============================] - 0s 391us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 21/100 255/255 [==============================] - 0s 385us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 22/100 255/255 [==============================] - 0s 375us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 23/100 255/255 [==============================] - 0s 381us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 24/100 255/255 [==============================] - 0s 368us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 25/100 255/255 [==============================] - 0s 384us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 26/100 255/255 [==============================] - 0s 389us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 27/100 255/255 [==============================] - 0s 384us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 28/100 255/255 [==============================] - 0s 411us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 29/100 255/255 [==============================] - 0s 393us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 30/100 255/255 [==============================] - 0s 387us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 31/100 255/255 [==============================] - 0s 400us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 32/100 255/255 [==============================] - 0s 385us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 33/100 255/255 [==============================] - 0s 393us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 34/100 255/255 [==============================] - 0s 378us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 35/100 255/255 [==============================] - 0s 384us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 36/100 255/255 [==============================] - 0s 387us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 37/100 255/255 [==============================] - 0s 378us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 38/100 255/255 [==============================] - 0s 378us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 39/100 255/255 [==============================] - 0s 385us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 40/100 255/255 [==============================] - 0s 385us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 41/100 255/255 [==============================] - 0s 384us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 42/100 255/255 [==============================] - 0s 388us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 43/100 255/255 [==============================] - 0s 387us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 44/100 255/255 [==============================] - 0s 391us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 45/100 255/255 [==============================] - 0s 389us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 46/100 255/255 [==============================] - 0s 388us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 47/100 255/255 [==============================] - 0s 380us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 48/100 255/255 [==============================] - 0s 391us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 49/100 255/255 [==============================] - 0s 401us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 50/100 255/255 [==============================] - 0s 394us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 51/100 255/255 [==============================] - 0s 395us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 52/100 255/255 [==============================] - 0s 385us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 53/100 255/255 [==============================] - 0s 381us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 54/100 255/255 [==============================] - 0s 371us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 55/100 255/255 [==============================] - 0s 384us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 56/100 255/255 [==============================] - 0s 389us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 57/100 255/255 [==============================] - 0s 384us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 58/100 255/255 [==============================] - 0s 394us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 59/100 255/255 [==============================] - 0s 388us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 60/100 255/255 [==============================] - 0s 375us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 61/100 255/255 [==============================] - 0s 376us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 62/100 255/255 [==============================] - 0s 392us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 63/100 255/255 [==============================] - 0s 383us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 64/100 255/255 [==============================] - 0s 378us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 65/100 255/255 [==============================] - 0s 377us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 66/100 255/255 [==============================] - 0s 382us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 67/100 255/255 [==============================] - 0s 384us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 68/100 255/255 [==============================] - 0s 386us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 69/100 255/255 [==============================] - 0s 389us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 70/100 255/255 [==============================] - 0s 383us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 71/100 255/255 [==============================] - 0s 381us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 72/100 255/255 [==============================] - 0s 384us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 73/100 255/255 [==============================] - 0s 384us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 74/100 255/255 [==============================] - 0s 380us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 75/100 255/255 [==============================] - 0s 481us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 76/100 255/255 [==============================] - 0s 385us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 77/100 255/255 [==============================] - 0s 384us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 78/100 255/255 [==============================] - 0s 384us/step - loss: 0.1922 - accuracy: 0.9315 Epoch 79/100 255/255 [==============================] - 0s 386us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 80/100 255/255 [==============================] - 0s 375us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 81/100 255/255 [==============================] - 0s 390us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 82/100 255/255 [==============================] - 0s 389us/step - loss: 0.1921 - accuracy: 0.9314 Epoch 83/100 255/255 [==============================] - 0s 378us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 84/100 255/255 [==============================] - 0s 372us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 85/100 255/255 [==============================] - 0s 382us/step - loss: 0.1922 - accuracy: 0.9315 Epoch 86/100 255/255 [==============================] - 0s 393us/step - loss: 0.1920 - accuracy: 0.9312 Epoch 87/100 255/255 [==============================] - 0s 394us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 88/100 255/255 [==============================] - 0s 380us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 89/100 255/255 [==============================] - 0s 376us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 90/100 255/255 [==============================] - 0s 391us/step - loss: 0.1918 - accuracy: 0.9315 Epoch 91/100 255/255 [==============================] - 0s 388us/step - loss: 0.1921 - accuracy: 0.9317 Epoch 92/100 255/255 [==============================] - 0s 379us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 93/100 255/255 [==============================] - 0s 383us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 94/100 255/255 [==============================] - 0s 386us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 95/100 255/255 [==============================] - 0s 394us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 96/100 255/255 [==============================] - 0s 381us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 97/100 255/255 [==============================] - 0s 386us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 98/100 255/255 [==============================] - 0s 379us/step - loss: 0.1920 - accuracy: 0.9312 Epoch 99/100 255/255 [==============================] - 0s 377us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 100/100 255/255 [==============================] - 0s 382us/step - loss: 0.1919 - accuracy: 0.9313 29/29 [==============================] - 0s 367us/step Epoch 1/100 255/255 [==============================] - 0s 432us/step - loss: 0.4560 - accuracy: 0.9293 Epoch 2/100 255/255 [==============================] - 0s 389us/step - loss: 0.2081 - accuracy: 0.9305 Epoch 3/100 255/255 [==============================] - 0s 389us/step - loss: 0.2004 - accuracy: 0.9305 Epoch 4/100 255/255 [==============================] - 0s 376us/step - loss: 0.1980 - accuracy: 0.9305 Epoch 5/100 255/255 [==============================] - 0s 391us/step - loss: 0.1970 - accuracy: 0.9305 Epoch 6/100 255/255 [==============================] - 0s 395us/step - loss: 0.1963 - accuracy: 0.9305 Epoch 7/100 255/255 [==============================] - 0s 377us/step - loss: 0.1959 - accuracy: 0.9305 Epoch 8/100 255/255 [==============================] - 0s 383us/step - loss: 0.1952 - accuracy: 0.9305 Epoch 9/100 255/255 [==============================] - 0s 382us/step - loss: 0.1951 - accuracy: 0.9305 Epoch 10/100 255/255 [==============================] - 0s 401us/step - loss: 0.1948 - accuracy: 0.9305 Epoch 11/100 255/255 [==============================] - 0s 404us/step - loss: 0.1947 - accuracy: 0.9305 Epoch 12/100 255/255 [==============================] - 0s 389us/step - loss: 0.1945 - accuracy: 0.9305 Epoch 13/100 255/255 [==============================] - 0s 388us/step - loss: 0.1942 - accuracy: 0.9305 Epoch 14/100 255/255 [==============================] - 0s 390us/step - loss: 0.1941 - accuracy: 0.9305 Epoch 15/100 255/255 [==============================] - 0s 377us/step - loss: 0.1941 - accuracy: 0.9305 Epoch 16/100 255/255 [==============================] - 0s 377us/step - loss: 0.1941 - accuracy: 0.9305 Epoch 17/100 255/255 [==============================] - 0s 371us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 18/100 255/255 [==============================] - 0s 381us/step - loss: 0.1937 - accuracy: 0.9305 Epoch 19/100 255/255 [==============================] - 0s 391us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 20/100 255/255 [==============================] - 0s 374us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 21/100 255/255 [==============================] - 0s 386us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 22/100 255/255 [==============================] - 0s 391us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 23/100 255/255 [==============================] - 0s 392us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 24/100 255/255 [==============================] - 0s 389us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 25/100 255/255 [==============================] - 0s 394us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 26/100 255/255 [==============================] - 0s 379us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 27/100 255/255 [==============================] - 0s 383us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 28/100 255/255 [==============================] - 0s 379us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 29/100 255/255 [==============================] - 0s 383us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 30/100 255/255 [==============================] - 0s 395us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 31/100 255/255 [==============================] - 0s 379us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 32/100 255/255 [==============================] - 0s 382us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 33/100 255/255 [==============================] - 0s 370us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 34/100 255/255 [==============================] - 0s 372us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 35/100 255/255 [==============================] - 0s 387us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 36/100 255/255 [==============================] - 0s 378us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 37/100 255/255 [==============================] - 0s 387us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 38/100 255/255 [==============================] - 0s 388us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 39/100 255/255 [==============================] - 0s 376us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 40/100 255/255 [==============================] - 0s 390us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 41/100 255/255 [==============================] - 0s 390us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 42/100 255/255 [==============================] - 0s 389us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 43/100 255/255 [==============================] - 0s 385us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 44/100 255/255 [==============================] - 0s 390us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 45/100 255/255 [==============================] - 0s 389us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 46/100 255/255 [==============================] - 0s 382us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 47/100 255/255 [==============================] - 0s 368us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 48/100 255/255 [==============================] - 0s 400us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 49/100 255/255 [==============================] - 0s 392us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 50/100 255/255 [==============================] - 0s 400us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 51/100 255/255 [==============================] - 0s 389us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 52/100 255/255 [==============================] - 0s 380us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 53/100 255/255 [==============================] - 0s 383us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 54/100 255/255 [==============================] - 0s 377us/step - loss: 0.1917 - accuracy: 0.9302 Epoch 55/100 255/255 [==============================] - 0s 375us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 56/100 255/255 [==============================] - 0s 376us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 57/100 255/255 [==============================] - 0s 380us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 58/100 255/255 [==============================] - 0s 411us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 59/100 255/255 [==============================] - 0s 387us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 60/100 255/255 [==============================] - 0s 393us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 61/100 255/255 [==============================] - 0s 384us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 62/100 255/255 [==============================] - 0s 377us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 63/100 255/255 [==============================] - 0s 376us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 64/100 255/255 [==============================] - 0s 382us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 65/100 255/255 [==============================] - 0s 383us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 66/100 255/255 [==============================] - 0s 402us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 67/100 255/255 [==============================] - 0s 409us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 68/100 255/255 [==============================] - 0s 428us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 69/100 255/255 [==============================] - 0s 416us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 70/100 255/255 [==============================] - 0s 424us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 71/100 255/255 [==============================] - 0s 393us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 72/100 255/255 [==============================] - 0s 388us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 73/100 255/255 [==============================] - 0s 565us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 74/100 255/255 [==============================] - 0s 400us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 75/100 255/255 [==============================] - 0s 392us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 76/100 255/255 [==============================] - 0s 401us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 77/100 255/255 [==============================] - 0s 382us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 78/100 255/255 [==============================] - 0s 374us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 79/100 255/255 [==============================] - 0s 379us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 80/100 255/255 [==============================] - 0s 384us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 81/100 255/255 [==============================] - 0s 386us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 82/100 255/255 [==============================] - 0s 374us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 83/100 255/255 [==============================] - 0s 382us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 84/100 255/255 [==============================] - 0s 382us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 85/100 255/255 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 86/100 255/255 [==============================] - 0s 380us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 87/100 255/255 [==============================] - 0s 386us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 88/100 255/255 [==============================] - 0s 384us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 89/100 255/255 [==============================] - 0s 370us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 90/100 255/255 [==============================] - 0s 381us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 91/100 255/255 [==============================] - 0s 401us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 92/100 255/255 [==============================] - 0s 378us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 93/100 255/255 [==============================] - 0s 384us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 94/100 255/255 [==============================] - 0s 376us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 95/100 255/255 [==============================] - 0s 383us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 96/100 255/255 [==============================] - 0s 379us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 97/100 255/255 [==============================] - 0s 385us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 98/100 255/255 [==============================] - 0s 396us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 99/100 255/255 [==============================] - 0s 383us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 100/100 255/255 [==============================] - 0s 383us/step - loss: 0.1905 - accuracy: 0.9307 29/29 [==============================] - 0s 350us/step Epoch 1/100 255/255 [==============================] - 0s 434us/step - loss: 0.5316 - accuracy: 0.9281 Epoch 2/100 255/255 [==============================] - 0s 399us/step - loss: 0.2351 - accuracy: 0.9301 Epoch 3/100 255/255 [==============================] - 0s 382us/step - loss: 0.2057 - accuracy: 0.9301 Epoch 4/100 255/255 [==============================] - 0s 400us/step - loss: 0.2020 - accuracy: 0.9301 Epoch 5/100 255/255 [==============================] - 0s 378us/step - loss: 0.1999 - accuracy: 0.9301 Epoch 6/100 255/255 [==============================] - 0s 383us/step - loss: 0.1984 - accuracy: 0.9301 Epoch 7/100 255/255 [==============================] - 0s 386us/step - loss: 0.1973 - accuracy: 0.9301 Epoch 8/100 255/255 [==============================] - 0s 376us/step - loss: 0.1966 - accuracy: 0.9301 Epoch 9/100 255/255 [==============================] - 0s 390us/step - loss: 0.1958 - accuracy: 0.9301 Epoch 10/100 255/255 [==============================] - 0s 391us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 11/100 255/255 [==============================] - 0s 382us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 12/100 255/255 [==============================] - 0s 382us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 13/100 255/255 [==============================] - 0s 389us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 14/100 255/255 [==============================] - 0s 387us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 15/100 255/255 [==============================] - 0s 379us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 16/100 255/255 [==============================] - 0s 386us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 17/100 255/255 [==============================] - 0s 392us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 18/100 255/255 [==============================] - 0s 386us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 19/100 255/255 [==============================] - 0s 372us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 20/100 255/255 [==============================] - 0s 384us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 21/100 255/255 [==============================] - 0s 382us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 22/100 255/255 [==============================] - 0s 395us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 23/100 255/255 [==============================] - 0s 391us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 24/100 255/255 [==============================] - 0s 397us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 25/100 255/255 [==============================] - 0s 392us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 26/100 255/255 [==============================] - 0s 380us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 27/100 255/255 [==============================] - 0s 394us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 28/100 255/255 [==============================] - 0s 384us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 29/100 255/255 [==============================] - 0s 382us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 30/100 255/255 [==============================] - 0s 376us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 31/100 255/255 [==============================] - 0s 377us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 32/100 255/255 [==============================] - 0s 390us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 33/100 255/255 [==============================] - 0s 377us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 34/100 255/255 [==============================] - 0s 396us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 35/100 255/255 [==============================] - 0s 395us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 36/100 255/255 [==============================] - 0s 383us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 37/100 255/255 [==============================] - 0s 386us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 38/100 255/255 [==============================] - 0s 382us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 39/100 255/255 [==============================] - 0s 407us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 40/100 255/255 [==============================] - 0s 384us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 41/100 255/255 [==============================] - 0s 381us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 42/100 255/255 [==============================] - 0s 381us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 43/100 255/255 [==============================] - 0s 386us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 44/100 255/255 [==============================] - 0s 406us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 45/100 255/255 [==============================] - 0s 390us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 46/100 255/255 [==============================] - 0s 384us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 47/100 255/255 [==============================] - 0s 392us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 48/100 255/255 [==============================] - 0s 390us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 49/100 255/255 [==============================] - 0s 394us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 50/100 255/255 [==============================] - 0s 387us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 51/100 255/255 [==============================] - 0s 376us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 52/100 255/255 [==============================] - 0s 386us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 53/100 255/255 [==============================] - 0s 371us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 54/100 255/255 [==============================] - 0s 386us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 55/100 255/255 [==============================] - 0s 374us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 56/100 255/255 [==============================] - 0s 376us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 57/100 255/255 [==============================] - 0s 389us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 58/100 255/255 [==============================] - 0s 384us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 59/100 255/255 [==============================] - 0s 384us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 60/100 255/255 [==============================] - 0s 386us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 61/100 255/255 [==============================] - 0s 380us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 62/100 255/255 [==============================] - 0s 369us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 63/100 255/255 [==============================] - 0s 376us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 64/100 255/255 [==============================] - 0s 385us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 65/100 255/255 [==============================] - 0s 386us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 66/100 255/255 [==============================] - 0s 400us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 67/100 255/255 [==============================] - 0s 393us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 68/100 255/255 [==============================] - 0s 380us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 69/100 255/255 [==============================] - 0s 385us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 70/100 255/255 [==============================] - 0s 375us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 71/100 255/255 [==============================] - 0s 382us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 72/100 255/255 [==============================] - 0s 382us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 73/100 255/255 [==============================] - 0s 386us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 74/100 255/255 [==============================] - 0s 391us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 75/100 255/255 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 76/100 255/255 [==============================] - 0s 376us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 77/100 255/255 [==============================] - 0s 384us/step - loss: 0.1906 - accuracy: 0.9299 Epoch 78/100 255/255 [==============================] - 0s 395us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 79/100 255/255 [==============================] - 0s 385us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 80/100 255/255 [==============================] - 0s 394us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 81/100 255/255 [==============================] - 0s 390us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 82/100 255/255 [==============================] - 0s 399us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 83/100 255/255 [==============================] - 0s 395us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 84/100 255/255 [==============================] - 0s 389us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 85/100 255/255 [==============================] - 0s 458us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 86/100 255/255 [==============================] - 0s 386us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 87/100 255/255 [==============================] - 0s 393us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 88/100 255/255 [==============================] - 0s 386us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 89/100 255/255 [==============================] - 0s 380us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 90/100 255/255 [==============================] - 0s 385us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 91/100 255/255 [==============================] - 0s 382us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 92/100 255/255 [==============================] - 0s 370us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 93/100 255/255 [==============================] - 0s 390us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 94/100 255/255 [==============================] - 0s 405us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 95/100 255/255 [==============================] - 0s 387us/step - loss: 0.1907 - accuracy: 0.9299 Epoch 96/100 255/255 [==============================] - 0s 386us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 97/100 255/255 [==============================] - 0s 393us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 98/100 255/255 [==============================] - 0s 379us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 99/100 255/255 [==============================] - 0s 385us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 100/100 255/255 [==============================] - 0s 389us/step - loss: 0.1904 - accuracy: 0.9303 29/29 [==============================] - 0s 332us/step Epoch 1/100 255/255 [==============================] - 0s 430us/step - loss: 0.5831 - accuracy: 0.9286 Epoch 2/100 255/255 [==============================] - 0s 403us/step - loss: 0.2954 - accuracy: 0.9308 Epoch 3/100 255/255 [==============================] - 0s 393us/step - loss: 0.2104 - accuracy: 0.9308 Epoch 4/100 255/255 [==============================] - 0s 392us/step - loss: 0.2043 - accuracy: 0.9308 Epoch 5/100 255/255 [==============================] - 0s 382us/step - loss: 0.2014 - accuracy: 0.9308 Epoch 6/100 255/255 [==============================] - 0s 381us/step - loss: 0.1994 - accuracy: 0.9308 Epoch 7/100 255/255 [==============================] - 0s 379us/step - loss: 0.1987 - accuracy: 0.9308 Epoch 8/100 255/255 [==============================] - 0s 381us/step - loss: 0.1977 - accuracy: 0.9308 Epoch 9/100 255/255 [==============================] - 0s 393us/step - loss: 0.1974 - accuracy: 0.9308 Epoch 10/100 255/255 [==============================] - 0s 375us/step - loss: 0.1967 - accuracy: 0.9308 Epoch 11/100 255/255 [==============================] - 0s 373us/step - loss: 0.1964 - accuracy: 0.9308 Epoch 12/100 255/255 [==============================] - 0s 385us/step - loss: 0.1959 - accuracy: 0.9308 Epoch 13/100 255/255 [==============================] - 0s 387us/step - loss: 0.1960 - accuracy: 0.9308 Epoch 14/100 255/255 [==============================] - 0s 389us/step - loss: 0.1957 - accuracy: 0.9308 Epoch 15/100 255/255 [==============================] - 0s 387us/step - loss: 0.1954 - accuracy: 0.9308 Epoch 16/100 255/255 [==============================] - 0s 386us/step - loss: 0.1954 - accuracy: 0.9308 Epoch 17/100 255/255 [==============================] - 0s 387us/step - loss: 0.1952 - accuracy: 0.9308 Epoch 18/100 255/255 [==============================] - 0s 475us/step - loss: 0.1951 - accuracy: 0.9308 Epoch 19/100 255/255 [==============================] - 0s 396us/step - loss: 0.1950 - accuracy: 0.9308 Epoch 20/100 255/255 [==============================] - 0s 411us/step - loss: 0.1949 - accuracy: 0.9308 Epoch 21/100 255/255 [==============================] - 0s 423us/step - loss: 0.1948 - accuracy: 0.9308 Epoch 22/100 255/255 [==============================] - 0s 394us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 23/100 255/255 [==============================] - 0s 410us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 24/100 255/255 [==============================] - 0s 381us/step - loss: 0.1945 - accuracy: 0.9308 Epoch 25/100 255/255 [==============================] - 0s 387us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 26/100 255/255 [==============================] - 0s 385us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 27/100 255/255 [==============================] - 0s 375us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 28/100 255/255 [==============================] - 0s 379us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 29/100 255/255 [==============================] - 0s 387us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 30/100 255/255 [==============================] - 0s 387us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 31/100 255/255 [==============================] - 0s 390us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 32/100 255/255 [==============================] - 0s 383us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 33/100 255/255 [==============================] - 0s 387us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 34/100 255/255 [==============================] - 0s 385us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 35/100 255/255 [==============================] - 0s 395us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 36/100 255/255 [==============================] - 0s 384us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 37/100 255/255 [==============================] - 0s 373us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 38/100 255/255 [==============================] - 0s 377us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 39/100 255/255 [==============================] - 0s 384us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 40/100 255/255 [==============================] - 0s 396us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 41/100 255/255 [==============================] - 0s 385us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 42/100 255/255 [==============================] - 0s 370us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 43/100 255/255 [==============================] - 0s 384us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 44/100 255/255 [==============================] - 0s 390us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 45/100 255/255 [==============================] - 0s 380us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 46/100 255/255 [==============================] - 0s 387us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 47/100 255/255 [==============================] - 0s 380us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 48/100 255/255 [==============================] - 0s 386us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 49/100 255/255 [==============================] - 0s 376us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 50/100 255/255 [==============================] - 0s 389us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 51/100 255/255 [==============================] - 0s 379us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 52/100 255/255 [==============================] - 0s 382us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 53/100 255/255 [==============================] - 0s 389us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 54/100 255/255 [==============================] - 0s 381us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 55/100 255/255 [==============================] - 0s 386us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 56/100 255/255 [==============================] - 0s 385us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 57/100 255/255 [==============================] - 0s 390us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 58/100 255/255 [==============================] - 0s 377us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 59/100 255/255 [==============================] - 0s 399us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 60/100 255/255 [==============================] - 0s 367us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 61/100 255/255 [==============================] - 0s 378us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 62/100 255/255 [==============================] - 0s 393us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 63/100 255/255 [==============================] - 0s 373us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 64/100 255/255 [==============================] - 0s 387us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 65/100 255/255 [==============================] - 0s 393us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 66/100 255/255 [==============================] - 0s 380us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 67/100 255/255 [==============================] - 0s 385us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 68/100 255/255 [==============================] - 0s 381us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 69/100 255/255 [==============================] - 0s 381us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 70/100 255/255 [==============================] - 0s 375us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 71/100 255/255 [==============================] - 0s 385us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 72/100 255/255 [==============================] - 0s 382us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 73/100 255/255 [==============================] - 0s 387us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 74/100 255/255 [==============================] - 0s 381us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 75/100 255/255 [==============================] - 0s 382us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 76/100 255/255 [==============================] - 0s 395us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 77/100 255/255 [==============================] - 0s 375us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 78/100 255/255 [==============================] - 0s 388us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 79/100 255/255 [==============================] - 0s 385us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 80/100 255/255 [==============================] - 0s 372us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 81/100 255/255 [==============================] - 0s 381us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 82/100 255/255 [==============================] - 0s 391us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 83/100 255/255 [==============================] - 0s 388us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 84/100 255/255 [==============================] - 0s 384us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 85/100 255/255 [==============================] - 0s 379us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 86/100 255/255 [==============================] - 0s 380us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 87/100 255/255 [==============================] - 0s 377us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 88/100 255/255 [==============================] - 0s 380us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 89/100 255/255 [==============================] - 0s 370us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 90/100 255/255 [==============================] - 0s 369us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 91/100 255/255 [==============================] - 0s 388us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 92/100 255/255 [==============================] - 0s 378us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 93/100 255/255 [==============================] - 0s 385us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 94/100 255/255 [==============================] - 0s 385us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 95/100 255/255 [==============================] - 0s 385us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 96/100 255/255 [==============================] - 0s 382us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 97/100 255/255 [==============================] - 0s 387us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 98/100 255/255 [==============================] - 0s 389us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 99/100 255/255 [==============================] - 0s 381us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 100/100 255/255 [==============================] - 0s 379us/step - loss: 0.1925 - accuracy: 0.9309 29/29 [==============================] - 0s 339us/step Epoch 1/100 255/255 [==============================] - 0s 427us/step - loss: 0.4574 - accuracy: 0.9296 Epoch 2/100 255/255 [==============================] - 0s 391us/step - loss: 0.2142 - accuracy: 0.9296 Epoch 3/100 255/255 [==============================] - 0s 392us/step - loss: 0.2053 - accuracy: 0.9296 Epoch 4/100 255/255 [==============================] - 0s 390us/step - loss: 0.2025 - accuracy: 0.9296 Epoch 5/100 255/255 [==============================] - 0s 387us/step - loss: 0.2007 - accuracy: 0.9296 Epoch 6/100 255/255 [==============================] - 0s 385us/step - loss: 0.1994 - accuracy: 0.9296 Epoch 7/100 255/255 [==============================] - 0s 394us/step - loss: 0.1985 - accuracy: 0.9296 Epoch 8/100 255/255 [==============================] - 0s 396us/step - loss: 0.1979 - accuracy: 0.9296 Epoch 9/100 255/255 [==============================] - 0s 377us/step - loss: 0.1974 - accuracy: 0.9296 Epoch 10/100 255/255 [==============================] - 0s 375us/step - loss: 0.1973 - accuracy: 0.9296 Epoch 11/100 255/255 [==============================] - 0s 387us/step - loss: 0.1970 - accuracy: 0.9296 Epoch 12/100 255/255 [==============================] - 0s 377us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 13/100 255/255 [==============================] - 0s 378us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 14/100 255/255 [==============================] - 0s 391us/step - loss: 0.1965 - accuracy: 0.9296 Epoch 15/100 255/255 [==============================] - 0s 372us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 16/100 255/255 [==============================] - 0s 388us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 17/100 255/255 [==============================] - 0s 387us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 18/100 255/255 [==============================] - 0s 377us/step - loss: 0.1962 - accuracy: 0.9296 Epoch 19/100 255/255 [==============================] - 0s 390us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 20/100 255/255 [==============================] - 0s 386us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 21/100 255/255 [==============================] - 0s 376us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 22/100 255/255 [==============================] - 0s 383us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 23/100 255/255 [==============================] - 0s 372us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 24/100 255/255 [==============================] - 0s 392us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 25/100 255/255 [==============================] - 0s 379us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 26/100 255/255 [==============================] - 0s 373us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 27/100 255/255 [==============================] - 0s 377us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 28/100 255/255 [==============================] - 0s 380us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 29/100 255/255 [==============================] - 0s 395us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 30/100 255/255 [==============================] - 0s 390us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 31/100 255/255 [==============================] - 0s 393us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 32/100 255/255 [==============================] - 0s 385us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 33/100 255/255 [==============================] - 0s 381us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 34/100 255/255 [==============================] - 0s 386us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 35/100 255/255 [==============================] - 0s 376us/step - loss: 0.1948 - accuracy: 0.9298 Epoch 36/100 255/255 [==============================] - 0s 392us/step - loss: 0.1948 - accuracy: 0.9298 Epoch 37/100 255/255 [==============================] - 0s 386us/step - loss: 0.1949 - accuracy: 0.9298 Epoch 38/100 255/255 [==============================] - 0s 381us/step - loss: 0.1952 - accuracy: 0.9299 Epoch 39/100 255/255 [==============================] - 0s 400us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 40/100 255/255 [==============================] - 0s 384us/step - loss: 0.1948 - accuracy: 0.9297 Epoch 41/100 255/255 [==============================] - 0s 393us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 42/100 255/255 [==============================] - 0s 432us/step - loss: 0.1948 - accuracy: 0.9302 Epoch 43/100 255/255 [==============================] - 0s 418us/step - loss: 0.1947 - accuracy: 0.9297 Epoch 44/100 255/255 [==============================] - 0s 383us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 45/100 255/255 [==============================] - 0s 386us/step - loss: 0.1949 - accuracy: 0.9298 Epoch 46/100 255/255 [==============================] - 0s 393us/step - loss: 0.1946 - accuracy: 0.9299 Epoch 47/100 255/255 [==============================] - 0s 376us/step - loss: 0.1946 - accuracy: 0.9297 Epoch 48/100 255/255 [==============================] - 0s 369us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 49/100 255/255 [==============================] - 0s 390us/step - loss: 0.1948 - accuracy: 0.9298 Epoch 50/100 255/255 [==============================] - 0s 381us/step - loss: 0.1947 - accuracy: 0.9303 Epoch 51/100 255/255 [==============================] - 0s 386us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 52/100 255/255 [==============================] - 0s 386us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 53/100 255/255 [==============================] - 0s 374us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 54/100 255/255 [==============================] - 0s 380us/step - loss: 0.1946 - accuracy: 0.9302 Epoch 55/100 255/255 [==============================] - 0s 382us/step - loss: 0.1945 - accuracy: 0.9302 Epoch 56/100 255/255 [==============================] - 0s 373us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 57/100 255/255 [==============================] - 0s 378us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 58/100 255/255 [==============================] - 0s 385us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 59/100 255/255 [==============================] - 0s 380us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 60/100 255/255 [==============================] - 0s 382us/step - loss: 0.1941 - accuracy: 0.9304 Epoch 61/100 255/255 [==============================] - 0s 377us/step - loss: 0.1944 - accuracy: 0.9303 Epoch 62/100 255/255 [==============================] - 0s 385us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 63/100 255/255 [==============================] - 0s 391us/step - loss: 0.1945 - accuracy: 0.9302 Epoch 64/100 255/255 [==============================] - 0s 393us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 65/100 255/255 [==============================] - 0s 388us/step - loss: 0.1943 - accuracy: 0.9297 Epoch 66/100 255/255 [==============================] - 0s 382us/step - loss: 0.1943 - accuracy: 0.9305 Epoch 67/100 255/255 [==============================] - 0s 479us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 68/100 255/255 [==============================] - 0s 386us/step - loss: 0.1945 - accuracy: 0.9304 Epoch 69/100 255/255 [==============================] - 0s 381us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 70/100 255/255 [==============================] - 0s 388us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 71/100 255/255 [==============================] - 0s 393us/step - loss: 0.1943 - accuracy: 0.9309 Epoch 72/100 255/255 [==============================] - 0s 382us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 73/100 255/255 [==============================] - 0s 376us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 74/100 255/255 [==============================] - 0s 382us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 75/100 255/255 [==============================] - 0s 370us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 76/100 255/255 [==============================] - 0s 380us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 77/100 255/255 [==============================] - 0s 406us/step - loss: 0.1942 - accuracy: 0.9303 Epoch 78/100 255/255 [==============================] - 0s 395us/step - loss: 0.1942 - accuracy: 0.9302 Epoch 79/100 255/255 [==============================] - 0s 410us/step - loss: 0.1943 - accuracy: 0.9305 Epoch 80/100 255/255 [==============================] - 0s 417us/step - loss: 0.1941 - accuracy: 0.9298 Epoch 81/100 255/255 [==============================] - 0s 410us/step - loss: 0.1941 - accuracy: 0.9303 Epoch 82/100 255/255 [==============================] - 0s 387us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 83/100 255/255 [==============================] - 0s 393us/step - loss: 0.1941 - accuracy: 0.9304 Epoch 84/100 255/255 [==============================] - 0s 381us/step - loss: 0.1941 - accuracy: 0.9305 Epoch 85/100 255/255 [==============================] - 0s 380us/step - loss: 0.1939 - accuracy: 0.9307 Epoch 86/100 255/255 [==============================] - 0s 386us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 87/100 255/255 [==============================] - 0s 384us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 88/100 255/255 [==============================] - 0s 376us/step - loss: 0.1942 - accuracy: 0.9305 Epoch 89/100 255/255 [==============================] - 0s 389us/step - loss: 0.1941 - accuracy: 0.9307 Epoch 90/100 255/255 [==============================] - 0s 381us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 91/100 255/255 [==============================] - 0s 382us/step - loss: 0.1939 - accuracy: 0.9309 Epoch 92/100 255/255 [==============================] - 0s 386us/step - loss: 0.1940 - accuracy: 0.9304 Epoch 93/100 255/255 [==============================] - 0s 387us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 94/100 255/255 [==============================] - 0s 395us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 95/100 255/255 [==============================] - 0s 408us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 96/100 255/255 [==============================] - 0s 385us/step - loss: 0.1940 - accuracy: 0.9305 Epoch 97/100 255/255 [==============================] - 0s 370us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 98/100 255/255 [==============================] - 0s 387us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 99/100 255/255 [==============================] - 0s 390us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 100/100 255/255 [==============================] - 0s 385us/step - loss: 0.1938 - accuracy: 0.9307 29/29 [==============================] - 0s 345us/step Epoch 1/100 255/255 [==============================] - 0s 424us/step - loss: 0.4656 - accuracy: 0.9285 Epoch 2/100 255/255 [==============================] - 0s 385us/step - loss: 0.2141 - accuracy: 0.9294 Epoch 3/100 255/255 [==============================] - 0s 393us/step - loss: 0.2059 - accuracy: 0.9294 Epoch 4/100 255/255 [==============================] - 0s 376us/step - loss: 0.2032 - accuracy: 0.9294 Epoch 5/100 255/255 [==============================] - 0s 390us/step - loss: 0.2017 - accuracy: 0.9294 Epoch 6/100 255/255 [==============================] - 0s 381us/step - loss: 0.2005 - accuracy: 0.9294 Epoch 7/100 255/255 [==============================] - 0s 392us/step - loss: 0.2003 - accuracy: 0.9294 Epoch 8/100 255/255 [==============================] - 0s 393us/step - loss: 0.1998 - accuracy: 0.9294 Epoch 9/100 255/255 [==============================] - 0s 384us/step - loss: 0.1994 - accuracy: 0.9294 Epoch 10/100 255/255 [==============================] - 0s 391us/step - loss: 0.1990 - accuracy: 0.9294 Epoch 11/100 255/255 [==============================] - 0s 392us/step - loss: 0.1987 - accuracy: 0.9294 Epoch 12/100 255/255 [==============================] - 0s 379us/step - loss: 0.1984 - accuracy: 0.9294 Epoch 13/100 255/255 [==============================] - 0s 396us/step - loss: 0.1980 - accuracy: 0.9294 Epoch 14/100 255/255 [==============================] - 0s 407us/step - loss: 0.1979 - accuracy: 0.9294 Epoch 15/100 255/255 [==============================] - 0s 391us/step - loss: 0.1977 - accuracy: 0.9294 Epoch 16/100 255/255 [==============================] - 0s 388us/step - loss: 0.1977 - accuracy: 0.9294 Epoch 17/100 255/255 [==============================] - 0s 375us/step - loss: 0.1975 - accuracy: 0.9294 Epoch 18/100 255/255 [==============================] - 0s 382us/step - loss: 0.1975 - accuracy: 0.9294 Epoch 19/100 255/255 [==============================] - 0s 385us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 20/100 255/255 [==============================] - 0s 385us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 21/100 255/255 [==============================] - 0s 385us/step - loss: 0.1970 - accuracy: 0.9294 Epoch 22/100 255/255 [==============================] - 0s 387us/step - loss: 0.1971 - accuracy: 0.9294 Epoch 23/100 255/255 [==============================] - 0s 383us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 24/100 255/255 [==============================] - 0s 384us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 25/100 255/255 [==============================] - 0s 383us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 26/100 255/255 [==============================] - 0s 394us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 27/100 255/255 [==============================] - 0s 384us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 28/100 255/255 [==============================] - 0s 394us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 29/100 255/255 [==============================] - 0s 396us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 30/100 255/255 [==============================] - 0s 383us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 31/100 255/255 [==============================] - 0s 387us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 32/100 255/255 [==============================] - 0s 374us/step - loss: 0.1962 - accuracy: 0.9297 Epoch 33/100 255/255 [==============================] - 0s 369us/step - loss: 0.1960 - accuracy: 0.9298 Epoch 34/100 255/255 [==============================] - 0s 392us/step - loss: 0.1960 - accuracy: 0.9297 Epoch 35/100 255/255 [==============================] - 0s 375us/step - loss: 0.1958 - accuracy: 0.9297 Epoch 36/100 255/255 [==============================] - 0s 382us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 37/100 255/255 [==============================] - 0s 400us/step - loss: 0.1957 - accuracy: 0.9298 Epoch 38/100 255/255 [==============================] - 0s 377us/step - loss: 0.1958 - accuracy: 0.9298 Epoch 39/100 255/255 [==============================] - 0s 387us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 40/100 255/255 [==============================] - 0s 365us/step - loss: 0.1955 - accuracy: 0.9301 Epoch 41/100 255/255 [==============================] - 0s 372us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 42/100 255/255 [==============================] - 0s 381us/step - loss: 0.1956 - accuracy: 0.9299 Epoch 43/100 255/255 [==============================] - 0s 375us/step - loss: 0.1955 - accuracy: 0.9298 Epoch 44/100 255/255 [==============================] - 0s 367us/step - loss: 0.1953 - accuracy: 0.9304 Epoch 45/100 255/255 [==============================] - 0s 374us/step - loss: 0.1954 - accuracy: 0.9296 Epoch 46/100 255/255 [==============================] - 0s 371us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 47/100 255/255 [==============================] - 0s 368us/step - loss: 0.1952 - accuracy: 0.9301 Epoch 48/100 255/255 [==============================] - 0s 369us/step - loss: 0.1954 - accuracy: 0.9299 Epoch 49/100 255/255 [==============================] - 0s 374us/step - loss: 0.1951 - accuracy: 0.9293 Epoch 50/100 255/255 [==============================] - 0s 369us/step - loss: 0.1950 - accuracy: 0.9298 Epoch 51/100 255/255 [==============================] - 0s 370us/step - loss: 0.1953 - accuracy: 0.9301 Epoch 52/100 255/255 [==============================] - 0s 380us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 53/100 255/255 [==============================] - 0s 379us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 54/100 255/255 [==============================] - 0s 367us/step - loss: 0.1950 - accuracy: 0.9303 Epoch 55/100 255/255 [==============================] - 0s 381us/step - loss: 0.1950 - accuracy: 0.9297 Epoch 56/100 255/255 [==============================] - 0s 381us/step - loss: 0.1946 - accuracy: 0.9302 Epoch 57/100 255/255 [==============================] - 0s 382us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 58/100 255/255 [==============================] - 0s 380us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 59/100 255/255 [==============================] - 0s 368us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 60/100 255/255 [==============================] - 0s 383us/step - loss: 0.1950 - accuracy: 0.9299 Epoch 61/100 255/255 [==============================] - 0s 373us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 62/100 255/255 [==============================] - 0s 368us/step - loss: 0.1948 - accuracy: 0.9302 Epoch 63/100 255/255 [==============================] - 0s 367us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 64/100 255/255 [==============================] - 0s 375us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 65/100 255/255 [==============================] - 0s 372us/step - loss: 0.1950 - accuracy: 0.9298 Epoch 66/100 255/255 [==============================] - 0s 457us/step - loss: 0.1947 - accuracy: 0.9298 Epoch 67/100 255/255 [==============================] - 0s 384us/step - loss: 0.1953 - accuracy: 0.9299 Epoch 68/100 255/255 [==============================] - 0s 384us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 69/100 255/255 [==============================] - 0s 377us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 70/100 255/255 [==============================] - 0s 380us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 71/100 255/255 [==============================] - 0s 379us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 72/100 255/255 [==============================] - 0s 382us/step - loss: 0.1948 - accuracy: 0.9297 Epoch 73/100 255/255 [==============================] - 0s 380us/step - loss: 0.1948 - accuracy: 0.9299 Epoch 74/100 255/255 [==============================] - 0s 360us/step - loss: 0.1946 - accuracy: 0.9298 Epoch 75/100 255/255 [==============================] - 0s 375us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 76/100 255/255 [==============================] - 0s 392us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 77/100 255/255 [==============================] - 0s 370us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 78/100 255/255 [==============================] - 0s 373us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 79/100 255/255 [==============================] - 0s 372us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 80/100 255/255 [==============================] - 0s 377us/step - loss: 0.1948 - accuracy: 0.9297 Epoch 81/100 255/255 [==============================] - 0s 370us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 82/100 255/255 [==============================] - 0s 378us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 83/100 255/255 [==============================] - 0s 374us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 84/100 255/255 [==============================] - 0s 382us/step - loss: 0.1944 - accuracy: 0.9297 Epoch 85/100 255/255 [==============================] - 0s 370us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 86/100 255/255 [==============================] - 0s 371us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 87/100 255/255 [==============================] - 0s 383us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 88/100 255/255 [==============================] - 0s 383us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 89/100 255/255 [==============================] - 0s 375us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 90/100 255/255 [==============================] - 0s 369us/step - loss: 0.1943 - accuracy: 0.9297 Epoch 91/100 255/255 [==============================] - 0s 367us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 92/100 255/255 [==============================] - 0s 385us/step - loss: 0.1945 - accuracy: 0.9299 Epoch 93/100 255/255 [==============================] - 0s 377us/step - loss: 0.1945 - accuracy: 0.9294 Epoch 94/100 255/255 [==============================] - 0s 358us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 95/100 255/255 [==============================] - 0s 371us/step - loss: 0.1942 - accuracy: 0.9297 Epoch 96/100 255/255 [==============================] - 0s 379us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 97/100 255/255 [==============================] - 0s 373us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 98/100 255/255 [==============================] - 0s 374us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 99/100 255/255 [==============================] - 0s 375us/step - loss: 0.1943 - accuracy: 0.9298 Epoch 100/100 255/255 [==============================] - 0s 367us/step - loss: 0.1941 - accuracy: 0.9296 29/29 [==============================] - 0s 328us/step Epoch 1/500 255/255 [==============================] - 0s 408us/step - loss: 0.4615 - accuracy: 0.9293 Epoch 2/500 255/255 [==============================] - 0s 378us/step - loss: 0.2098 - accuracy: 0.9307 Epoch 3/500 255/255 [==============================] - 0s 376us/step - loss: 0.2006 - accuracy: 0.9307 Epoch 4/500 255/255 [==============================] - 0s 366us/step - loss: 0.1975 - accuracy: 0.9307 Epoch 5/500 255/255 [==============================] - 0s 371us/step - loss: 0.1959 - accuracy: 0.9307 Epoch 6/500 255/255 [==============================] - 0s 376us/step - loss: 0.1952 - accuracy: 0.9307 Epoch 7/500 255/255 [==============================] - 0s 365us/step - loss: 0.1946 - accuracy: 0.9307 Epoch 8/500 255/255 [==============================] - 0s 370us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 9/500 255/255 [==============================] - 0s 371us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 10/500 255/255 [==============================] - 0s 379us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 11/500 255/255 [==============================] - 0s 376us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 12/500 255/255 [==============================] - 0s 365us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 13/500 255/255 [==============================] - 0s 376us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 14/500 255/255 [==============================] - 0s 377us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 15/500 255/255 [==============================] - 0s 374us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 16/500 255/255 [==============================] - 0s 371us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 17/500 255/255 [==============================] - 0s 378us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 18/500 255/255 [==============================] - 0s 363us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 19/500 255/255 [==============================] - 0s 365us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 20/500 255/255 [==============================] - 0s 375us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 21/500 255/255 [==============================] - 0s 370us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 22/500 255/255 [==============================] - 0s 377us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 23/500 255/255 [==============================] - 0s 380us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 24/500 255/255 [==============================] - 0s 370us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 25/500 255/255 [==============================] - 0s 372us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 26/500 255/255 [==============================] - 0s 372us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 27/500 255/255 [==============================] - 0s 365us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 28/500 255/255 [==============================] - 0s 368us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 29/500 255/255 [==============================] - 0s 379us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 30/500 255/255 [==============================] - 0s 376us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 31/500 255/255 [==============================] - 0s 366us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 32/500 255/255 [==============================] - 0s 377us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 33/500 255/255 [==============================] - 0s 371us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 34/500 255/255 [==============================] - 0s 370us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 35/500 255/255 [==============================] - 0s 387us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 36/500 255/255 [==============================] - 0s 403us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 37/500 255/255 [==============================] - 0s 403us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 38/500 255/255 [==============================] - 0s 394us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 39/500 255/255 [==============================] - 0s 391us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 40/500 255/255 [==============================] - 0s 378us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 41/500 255/255 [==============================] - 0s 360us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 42/500 255/255 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 43/500 255/255 [==============================] - 0s 374us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 44/500 255/255 [==============================] - 0s 382us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 45/500 255/255 [==============================] - 0s 368us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 46/500 255/255 [==============================] - 0s 369us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 47/500 255/255 [==============================] - 0s 373us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 48/500 255/255 [==============================] - 0s 382us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 49/500 255/255 [==============================] - 0s 368us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 50/500 255/255 [==============================] - 0s 361us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 51/500 255/255 [==============================] - 0s 367us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 52/500 255/255 [==============================] - 0s 363us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 53/500 255/255 [==============================] - 0s 362us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 54/500 255/255 [==============================] - 0s 372us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 55/500 255/255 [==============================] - 0s 365us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 56/500 255/255 [==============================] - 0s 374us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 57/500 255/255 [==============================] - 0s 374us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 58/500 255/255 [==============================] - 0s 373us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 59/500 255/255 [==============================] - 0s 372us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 60/500 255/255 [==============================] - 0s 374us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 61/500 255/255 [==============================] - 0s 369us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 62/500 255/255 [==============================] - 0s 366us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 63/500 255/255 [==============================] - 0s 368us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 64/500 255/255 [==============================] - 0s 362us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 65/500 255/255 [==============================] - 0s 373us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 66/500 255/255 [==============================] - 0s 369us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 67/500 255/255 [==============================] - 0s 447us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 68/500 255/255 [==============================] - 0s 380us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 69/500 255/255 [==============================] - 0s 369us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 70/500 255/255 [==============================] - 0s 375us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 71/500 255/255 [==============================] - 0s 375us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 72/500 255/255 [==============================] - 0s 373us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 73/500 255/255 [==============================] - 0s 381us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 74/500 255/255 [==============================] - 0s 377us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 75/500 255/255 [==============================] - 0s 370us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 76/500 255/255 [==============================] - 0s 373us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 77/500 255/255 [==============================] - 0s 363us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 78/500 255/255 [==============================] - 0s 372us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 79/500 255/255 [==============================] - 0s 372us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 80/500 255/255 [==============================] - 0s 365us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 81/500 255/255 [==============================] - 0s 370us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 82/500 255/255 [==============================] - 0s 371us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 83/500 255/255 [==============================] - 0s 378us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 84/500 255/255 [==============================] - 0s 368us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 85/500 255/255 [==============================] - 0s 368us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 86/500 255/255 [==============================] - 0s 375us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 87/500 255/255 [==============================] - 0s 363us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 88/500 255/255 [==============================] - 0s 365us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 89/500 255/255 [==============================] - 0s 365us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 90/500 255/255 [==============================] - 0s 368us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 91/500 255/255 [==============================] - 0s 367us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 92/500 255/255 [==============================] - 0s 370us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 93/500 255/255 [==============================] - 0s 364us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 94/500 255/255 [==============================] - 0s 370us/step - loss: 0.1894 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[==============================] - 0s 368us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 105/500 255/255 [==============================] - 0s 372us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 106/500 255/255 [==============================] - 0s 360us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 107/500 255/255 [==============================] - 0s 368us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 108/500 255/255 [==============================] - 0s 369us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 109/500 255/255 [==============================] - 0s 374us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 110/500 255/255 [==============================] - 0s 375us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 111/500 255/255 [==============================] - 0s 363us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 112/500 255/255 [==============================] - 0s 365us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 113/500 255/255 [==============================] - 0s 367us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 114/500 255/255 [==============================] - 0s 367us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 115/500 255/255 [==============================] - 0s 366us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 116/500 255/255 [==============================] - 0s 368us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 117/500 255/255 [==============================] - 0s 376us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 118/500 255/255 [==============================] - 0s 367us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 119/500 255/255 [==============================] - 0s 363us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 120/500 255/255 [==============================] - 0s 377us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 121/500 255/255 [==============================] - 0s 364us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 122/500 255/255 [==============================] - 0s 364us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 123/500 255/255 [==============================] - 0s 362us/step - loss: 0.1892 - accuracy: 0.9319 Epoch 124/500 255/255 [==============================] - 0s 364us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 125/500 255/255 [==============================] - 0s 374us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 126/500 255/255 [==============================] - 0s 366us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 127/500 255/255 [==============================] - 0s 362us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 128/500 255/255 [==============================] - 0s 381us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 129/500 255/255 [==============================] - 0s 364us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 130/500 255/255 [==============================] - 0s 373us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 131/500 255/255 [==============================] - 0s 368us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 132/500 255/255 [==============================] - 0s 371us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 133/500 255/255 [==============================] - 0s 369us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 134/500 255/255 [==============================] - 0s 363us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 135/500 255/255 [==============================] - 0s 370us/step - loss: 0.1893 - accuracy: 0.9319 Epoch 136/500 255/255 [==============================] - 0s 360us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 137/500 255/255 [==============================] - 0s 380us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 138/500 255/255 [==============================] - 0s 352us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 139/500 255/255 [==============================] - 0s 370us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 140/500 255/255 [==============================] - 0s 365us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 141/500 255/255 [==============================] - 0s 369us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 142/500 255/255 [==============================] - 0s 375us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 143/500 255/255 [==============================] - 0s 364us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 144/500 255/255 [==============================] - 0s 372us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 145/500 255/255 [==============================] - 0s 374us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 146/500 255/255 [==============================] - 0s 370us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 147/500 255/255 [==============================] - 0s 358us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 148/500 255/255 [==============================] - 0s 376us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 149/500 255/255 [==============================] - 0s 369us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 150/500 255/255 [==============================] - 0s 373us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 151/500 255/255 [==============================] - 0s 380us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 152/500 255/255 [==============================] - 0s 371us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 153/500 255/255 [==============================] - 0s 365us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 154/500 255/255 [==============================] - 0s 380us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 155/500 255/255 [==============================] - 0s 370us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 156/500 255/255 [==============================] - 0s 373us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 157/500 255/255 [==============================] - 0s 372us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 158/500 255/255 [==============================] - 0s 365us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 159/500 255/255 [==============================] - 0s 369us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 160/500 255/255 [==============================] - 0s 362us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 161/500 255/255 [==============================] - 0s 366us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 162/500 255/255 [==============================] - 0s 371us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 163/500 255/255 [==============================] - 0s 371us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 164/500 255/255 [==============================] - 0s 367us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 165/500 255/255 [==============================] - 0s 370us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 166/500 255/255 [==============================] - 0s 366us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 167/500 255/255 [==============================] - 0s 369us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 168/500 255/255 [==============================] - 0s 377us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 169/500 255/255 [==============================] - 0s 375us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 170/500 255/255 [==============================] - 0s 367us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 171/500 255/255 [==============================] - 0s 375us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 172/500 255/255 [==============================] - 0s 364us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 173/500 255/255 [==============================] - 0s 374us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 174/500 255/255 [==============================] - 0s 375us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 175/500 255/255 [==============================] - 0s 363us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 176/500 255/255 [==============================] - 0s 373us/step - loss: 0.1886 - accuracy: 0.9304 Epoch 177/500 255/255 [==============================] - 0s 366us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 178/500 255/255 [==============================] - 0s 370us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 179/500 255/255 [==============================] - 0s 452us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 180/500 255/255 [==============================] - 0s 380us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 181/500 255/255 [==============================] - 0s 366us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 182/500 255/255 [==============================] - 0s 376us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 183/500 255/255 [==============================] - 0s 368us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 184/500 255/255 [==============================] - 0s 370us/step - loss: 0.1880 - accuracy: 0.9310 Epoch 185/500 255/255 [==============================] - 0s 370us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 186/500 255/255 [==============================] - 0s 366us/step - loss: 0.1883 - accuracy: 0.9313 Epoch 187/500 255/255 [==============================] - 0s 367us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 188/500 255/255 [==============================] - 0s 366us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 189/500 255/255 [==============================] - 0s 370us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 190/500 255/255 [==============================] - 0s 375us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 191/500 255/255 [==============================] - 0s 368us/step - loss: 0.1881 - accuracy: 0.9309 Epoch 192/500 255/255 [==============================] - 0s 364us/step - loss: 0.1882 - accuracy: 0.9309 Epoch 193/500 255/255 [==============================] - 0s 380us/step - loss: 0.1881 - accuracy: 0.9305 Epoch 194/500 255/255 [==============================] - 0s 371us/step - loss: 0.1881 - accuracy: 0.9303 Epoch 195/500 255/255 [==============================] - 0s 370us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 196/500 255/255 [==============================] - 0s 366us/step - loss: 0.1878 - accuracy: 0.9309 Epoch 197/500 255/255 [==============================] - 0s 372us/step - loss: 0.1880 - accuracy: 0.9304 Epoch 198/500 255/255 [==============================] - 0s 372us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 199/500 255/255 [==============================] - 0s 379us/step - loss: 0.1879 - accuracy: 0.9309 Epoch 200/500 255/255 [==============================] - 0s 364us/step - loss: 0.1881 - accuracy: 0.9305 Epoch 201/500 255/255 [==============================] - 0s 383us/step - loss: 0.1880 - accuracy: 0.9309 Epoch 202/500 255/255 [==============================] - 0s 381us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 203/500 255/255 [==============================] - 0s 408us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 204/500 255/255 [==============================] - 0s 421us/step - loss: 0.1878 - accuracy: 0.9305 Epoch 205/500 255/255 [==============================] - 0s 421us/step - loss: 0.1878 - accuracy: 0.9307 Epoch 206/500 255/255 [==============================] - 0s 404us/step - loss: 0.1879 - accuracy: 0.9309 Epoch 207/500 255/255 [==============================] - 0s 368us/step - loss: 0.1877 - accuracy: 0.9303 Epoch 208/500 255/255 [==============================] - 0s 367us/step - loss: 0.1879 - accuracy: 0.9309 Epoch 209/500 255/255 [==============================] - 0s 373us/step - loss: 0.1877 - accuracy: 0.9304 Epoch 210/500 255/255 [==============================] - 0s 379us/step - loss: 0.1875 - accuracy: 0.9308 Epoch 211/500 255/255 [==============================] - 0s 370us/step - loss: 0.1876 - accuracy: 0.9305 Epoch 212/500 255/255 [==============================] - 0s 376us/step - loss: 0.1877 - accuracy: 0.9305 Epoch 213/500 255/255 [==============================] - 0s 366us/step - loss: 0.1877 - accuracy: 0.9307 Epoch 214/500 255/255 [==============================] - 0s 360us/step - loss: 0.1874 - accuracy: 0.9303 Epoch 215/500 255/255 [==============================] - 0s 376us/step - loss: 0.1878 - accuracy: 0.9312 Epoch 216/500 255/255 [==============================] - 0s 365us/step - loss: 0.1875 - accuracy: 0.9308 Epoch 217/500 255/255 [==============================] - 0s 377us/step - loss: 0.1874 - accuracy: 0.9305 Epoch 218/500 255/255 [==============================] - 0s 369us/step - loss: 0.1876 - accuracy: 0.9307 Epoch 219/500 255/255 [==============================] - 0s 365us/step - loss: 0.1876 - accuracy: 0.9305 Epoch 220/500 255/255 [==============================] - 0s 377us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 221/500 255/255 [==============================] - 0s 368us/step - loss: 0.1874 - accuracy: 0.9308 Epoch 222/500 255/255 [==============================] - 0s 379us/step - loss: 0.1874 - accuracy: 0.9309 Epoch 223/500 255/255 [==============================] - 0s 375us/step - loss: 0.1873 - accuracy: 0.9308 Epoch 224/500 255/255 [==============================] - 0s 376us/step - loss: 0.1875 - accuracy: 0.9312 Epoch 225/500 255/255 [==============================] - 0s 442us/step - loss: 0.1874 - accuracy: 0.9302 Epoch 226/500 255/255 [==============================] - 0s 385us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 227/500 255/255 [==============================] - 0s 380us/step - loss: 0.1871 - accuracy: 0.9308 Epoch 228/500 255/255 [==============================] - 0s 376us/step - loss: 0.1875 - accuracy: 0.9309 Epoch 229/500 255/255 [==============================] - 0s 375us/step - loss: 0.1872 - accuracy: 0.9308 Epoch 230/500 255/255 [==============================] - 0s 366us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 231/500 255/255 [==============================] - 0s 364us/step - loss: 0.1870 - accuracy: 0.9312 Epoch 232/500 255/255 [==============================] - 0s 365us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 233/500 255/255 [==============================] - 0s 369us/step - loss: 0.1872 - accuracy: 0.9309 Epoch 234/500 255/255 [==============================] - 0s 361us/step - loss: 0.1873 - accuracy: 0.9314 Epoch 235/500 255/255 [==============================] - 0s 363us/step - loss: 0.1871 - accuracy: 0.9309 Epoch 236/500 255/255 [==============================] - 0s 382us/step - loss: 0.1872 - accuracy: 0.9308 Epoch 237/500 255/255 [==============================] - 0s 361us/step - loss: 0.1870 - accuracy: 0.9309 Epoch 238/500 255/255 [==============================] - 0s 370us/step - loss: 0.1871 - accuracy: 0.9308 Epoch 239/500 255/255 [==============================] - 0s 373us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 240/500 255/255 [==============================] - 0s 379us/step - loss: 0.1871 - accuracy: 0.9308 Epoch 241/500 255/255 [==============================] - 0s 376us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 242/500 255/255 [==============================] - 0s 371us/step - loss: 0.1869 - accuracy: 0.9312 Epoch 243/500 255/255 [==============================] - 0s 386us/step - loss: 0.1870 - accuracy: 0.9310 Epoch 244/500 255/255 [==============================] - 0s 378us/step - loss: 0.1868 - accuracy: 0.9305 Epoch 245/500 255/255 [==============================] - 0s 367us/step - loss: 0.1870 - accuracy: 0.9314 Epoch 246/500 255/255 [==============================] - 0s 364us/step - loss: 0.1865 - accuracy: 0.9307 Epoch 247/500 255/255 [==============================] - 0s 373us/step - loss: 0.1868 - accuracy: 0.9313 Epoch 248/500 255/255 [==============================] - 0s 375us/step - loss: 0.1869 - accuracy: 0.9312 Epoch 249/500 255/255 [==============================] - 0s 370us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 250/500 255/255 [==============================] - 0s 378us/step - loss: 0.1865 - accuracy: 0.9317 Epoch 251/500 255/255 [==============================] - 0s 372us/step - loss: 0.1866 - accuracy: 0.9308 Epoch 252/500 255/255 [==============================] - 0s 385us/step - loss: 0.1867 - accuracy: 0.9315 Epoch 253/500 255/255 [==============================] - 0s 373us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 254/500 255/255 [==============================] - 0s 378us/step - loss: 0.1867 - accuracy: 0.9312 Epoch 255/500 255/255 [==============================] - 0s 367us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 256/500 255/255 [==============================] - 0s 369us/step - loss: 0.1866 - accuracy: 0.9319 Epoch 257/500 255/255 [==============================] - 0s 367us/step - loss: 0.1869 - accuracy: 0.9318 Epoch 258/500 255/255 [==============================] - 0s 359us/step - loss: 0.1864 - accuracy: 0.9303 Epoch 259/500 255/255 [==============================] - 0s 365us/step - loss: 0.1865 - accuracy: 0.9309 Epoch 260/500 255/255 [==============================] - 0s 371us/step - loss: 0.1864 - accuracy: 0.9312 Epoch 261/500 255/255 [==============================] - 0s 363us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 262/500 255/255 [==============================] - 0s 364us/step - loss: 0.1864 - accuracy: 0.9310 Epoch 263/500 255/255 [==============================] - 0s 369us/step - loss: 0.1864 - accuracy: 0.9315 Epoch 264/500 255/255 [==============================] - 0s 384us/step - loss: 0.1862 - accuracy: 0.9315 Epoch 265/500 255/255 [==============================] - 0s 362us/step - loss: 0.1864 - accuracy: 0.9315 Epoch 266/500 255/255 [==============================] - 0s 366us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 267/500 255/255 [==============================] - 0s 373us/step - loss: 0.1862 - accuracy: 0.9312 Epoch 268/500 255/255 [==============================] - 0s 358us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 269/500 255/255 [==============================] - 0s 369us/step - loss: 0.1862 - accuracy: 0.9312 Epoch 270/500 255/255 [==============================] - 0s 370us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 271/500 255/255 [==============================] - 0s 371us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 272/500 255/255 [==============================] - 0s 380us/step - loss: 0.1863 - accuracy: 0.9312 Epoch 273/500 255/255 [==============================] - 0s 364us/step - loss: 0.1861 - accuracy: 0.9314 Epoch 274/500 255/255 [==============================] - 0s 377us/step - loss: 0.1864 - accuracy: 0.9304 Epoch 275/500 255/255 [==============================] - 0s 357us/step - loss: 0.1859 - accuracy: 0.9314 Epoch 276/500 255/255 [==============================] - 0s 352us/step - loss: 0.1860 - accuracy: 0.9318 Epoch 277/500 255/255 [==============================] - 0s 365us/step - loss: 0.1862 - accuracy: 0.9314 Epoch 278/500 255/255 [==============================] - 0s 367us/step - loss: 0.1861 - accuracy: 0.9309 Epoch 279/500 255/255 [==============================] - 0s 368us/step - loss: 0.1861 - accuracy: 0.9313 Epoch 280/500 255/255 [==============================] - 0s 359us/step - loss: 0.1862 - accuracy: 0.9317 Epoch 281/500 255/255 [==============================] - 0s 356us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 282/500 255/255 [==============================] - 0s 387us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 283/500 255/255 [==============================] - 0s 364us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 284/500 255/255 [==============================] - 0s 377us/step - loss: 0.1862 - accuracy: 0.9312 Epoch 285/500 255/255 [==============================] - 0s 371us/step - loss: 0.1859 - accuracy: 0.9314 Epoch 286/500 255/255 [==============================] - 0s 373us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 287/500 255/255 [==============================] - 0s 365us/step - loss: 0.1858 - accuracy: 0.9312 Epoch 288/500 255/255 [==============================] - 0s 364us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 289/500 255/255 [==============================] - 0s 363us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 290/500 255/255 [==============================] - 0s 365us/step - loss: 0.1859 - accuracy: 0.9313 Epoch 291/500 255/255 [==============================] - 0s 375us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 292/500 255/255 [==============================] - 0s 370us/step - loss: 0.1859 - accuracy: 0.9317 Epoch 293/500 255/255 [==============================] - 0s 370us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 294/500 255/255 [==============================] - 0s 370us/step - loss: 0.1860 - accuracy: 0.9312 Epoch 295/500 255/255 [==============================] - 0s 362us/step - loss: 0.1861 - accuracy: 0.9308 Epoch 296/500 255/255 [==============================] - 0s 362us/step - loss: 0.1860 - accuracy: 0.9317 Epoch 297/500 255/255 [==============================] - 0s 369us/step - loss: 0.1858 - accuracy: 0.9310 Epoch 298/500 255/255 [==============================] - 0s 365us/step - loss: 0.1858 - accuracy: 0.9315 Epoch 299/500 255/255 [==============================] - 0s 370us/step - loss: 0.1857 - accuracy: 0.9310 Epoch 300/500 255/255 [==============================] - 0s 370us/step - loss: 0.1861 - accuracy: 0.9318 Epoch 301/500 255/255 [==============================] - 0s 425us/step - loss: 0.1859 - accuracy: 0.9310 Epoch 302/500 255/255 [==============================] - 0s 395us/step - loss: 0.1857 - accuracy: 0.9317 Epoch 303/500 255/255 [==============================] - 0s 371us/step - loss: 0.1856 - accuracy: 0.9314 Epoch 304/500 255/255 [==============================] - 0s 365us/step - loss: 0.1858 - accuracy: 0.9313 Epoch 305/500 255/255 [==============================] - 0s 369us/step - loss: 0.1859 - accuracy: 0.9312 Epoch 306/500 255/255 [==============================] - 0s 374us/step - loss: 0.1857 - accuracy: 0.9313 Epoch 307/500 255/255 [==============================] - 0s 365us/step - loss: 0.1859 - accuracy: 0.9315 Epoch 308/500 255/255 [==============================] - 0s 370us/step - loss: 0.1858 - accuracy: 0.9313 Epoch 309/500 255/255 [==============================] - 0s 363us/step - loss: 0.1858 - accuracy: 0.9309 Epoch 310/500 255/255 [==============================] - 0s 364us/step - loss: 0.1856 - accuracy: 0.9320 Epoch 311/500 255/255 [==============================] - 0s 367us/step - loss: 0.1857 - accuracy: 0.9310 Epoch 312/500 255/255 [==============================] - 0s 363us/step - loss: 0.1857 - accuracy: 0.9309 Epoch 313/500 255/255 [==============================] - 0s 367us/step - loss: 0.1858 - accuracy: 0.9312 Epoch 314/500 255/255 [==============================] - 0s 364us/step - loss: 0.1857 - accuracy: 0.9313 Epoch 315/500 255/255 [==============================] - 0s 369us/step - loss: 0.1857 - accuracy: 0.9318 Epoch 316/500 255/255 [==============================] - 0s 362us/step - loss: 0.1856 - accuracy: 0.9314 Epoch 317/500 255/255 [==============================] - 0s 368us/step - loss: 0.1855 - accuracy: 0.9315 Epoch 318/500 255/255 [==============================] - 0s 361us/step - loss: 0.1856 - accuracy: 0.9318 Epoch 319/500 255/255 [==============================] - 0s 371us/step - loss: 0.1855 - accuracy: 0.9313 Epoch 320/500 255/255 [==============================] - 0s 375us/step - loss: 0.1857 - accuracy: 0.9313 Epoch 321/500 255/255 [==============================] - 0s 364us/step - loss: 0.1858 - accuracy: 0.9315 Epoch 322/500 255/255 [==============================] - 0s 370us/step - loss: 0.1857 - accuracy: 0.9315 Epoch 323/500 255/255 [==============================] - 0s 368us/step - loss: 0.1858 - accuracy: 0.9310 Epoch 324/500 255/255 [==============================] - 0s 370us/step - loss: 0.1856 - accuracy: 0.9312 Epoch 325/500 255/255 [==============================] - 0s 362us/step - loss: 0.1856 - accuracy: 0.9315 Epoch 326/500 255/255 [==============================] - 0s 367us/step - loss: 0.1857 - accuracy: 0.9318 Epoch 327/500 255/255 [==============================] - 0s 372us/step - loss: 0.1857 - accuracy: 0.9313 Epoch 328/500 255/255 [==============================] - 0s 383us/step - loss: 0.1857 - accuracy: 0.9318 Epoch 329/500 255/255 [==============================] - 0s 372us/step - loss: 0.1858 - accuracy: 0.9315 Epoch 330/500 255/255 [==============================] - 0s 360us/step - loss: 0.1856 - accuracy: 0.9321 Epoch 331/500 255/255 [==============================] - 0s 373us/step - loss: 0.1857 - accuracy: 0.9312 Epoch 332/500 255/255 [==============================] - 0s 364us/step - loss: 0.1855 - accuracy: 0.9320 Epoch 333/500 255/255 [==============================] - 0s 378us/step - loss: 0.1854 - accuracy: 0.9314 Epoch 334/500 255/255 [==============================] - 0s 382us/step - loss: 0.1856 - accuracy: 0.9313 Epoch 335/500 255/255 [==============================] - 0s 372us/step - loss: 0.1856 - accuracy: 0.9318 Epoch 336/500 255/255 [==============================] - 0s 370us/step - loss: 0.1855 - accuracy: 0.9313 Epoch 337/500 255/255 [==============================] - 0s 369us/step - loss: 0.1857 - accuracy: 0.9319 Epoch 338/500 255/255 [==============================] - 0s 361us/step - loss: 0.1855 - accuracy: 0.9320 Epoch 339/500 255/255 [==============================] - 0s 368us/step - loss: 0.1853 - accuracy: 0.9314 Epoch 340/500 255/255 [==============================] - 0s 371us/step - loss: 0.1855 - accuracy: 0.9313 Epoch 341/500 255/255 [==============================] - 0s 360us/step - loss: 0.1858 - accuracy: 0.9314 Epoch 342/500 255/255 [==============================] - 0s 367us/step - loss: 0.1858 - accuracy: 0.9313 Epoch 343/500 255/255 [==============================] - 0s 372us/step - loss: 0.1854 - accuracy: 0.9318 Epoch 344/500 255/255 [==============================] - 0s 370us/step - loss: 0.1857 - accuracy: 0.9318 Epoch 345/500 255/255 [==============================] - 0s 367us/step - loss: 0.1852 - accuracy: 0.9321 Epoch 346/500 255/255 [==============================] - 0s 370us/step - loss: 0.1856 - accuracy: 0.9317 Epoch 347/500 255/255 [==============================] - 0s 369us/step - loss: 0.1854 - accuracy: 0.9312 Epoch 348/500 255/255 [==============================] - 0s 365us/step - loss: 0.1854 - accuracy: 0.9320 Epoch 349/500 255/255 [==============================] - 0s 370us/step - loss: 0.1856 - accuracy: 0.9317 Epoch 350/500 255/255 [==============================] - 0s 371us/step - loss: 0.1856 - accuracy: 0.9317 Epoch 351/500 255/255 [==============================] - 0s 370us/step - loss: 0.1856 - accuracy: 0.9318 Epoch 352/500 255/255 [==============================] - 0s 405us/step - loss: 0.1853 - accuracy: 0.9318 Epoch 353/500 255/255 [==============================] - 0s 384us/step - loss: 0.1855 - accuracy: 0.9319 Epoch 354/500 255/255 [==============================] - 0s 375us/step - loss: 0.1857 - accuracy: 0.9318 Epoch 355/500 255/255 [==============================] - 0s 368us/step - loss: 0.1855 - accuracy: 0.9324 Epoch 356/500 255/255 [==============================] - 0s 372us/step - loss: 0.1855 - accuracy: 0.9310 Epoch 357/500 255/255 [==============================] - 0s 375us/step - loss: 0.1854 - accuracy: 0.9314 Epoch 358/500 255/255 [==============================] - 0s 363us/step - loss: 0.1856 - accuracy: 0.9319 Epoch 359/500 255/255 [==============================] - 0s 367us/step - loss: 0.1854 - accuracy: 0.9319 Epoch 360/500 255/255 [==============================] - 0s 363us/step - loss: 0.1853 - accuracy: 0.9319 Epoch 361/500 255/255 [==============================] - 0s 387us/step - loss: 0.1853 - accuracy: 0.9319 Epoch 362/500 255/255 [==============================] - 0s 377us/step - loss: 0.1852 - accuracy: 0.9321 Epoch 363/500 255/255 [==============================] - 0s 365us/step - loss: 0.1855 - accuracy: 0.9314 Epoch 364/500 255/255 [==============================] - 0s 361us/step - loss: 0.1853 - accuracy: 0.9314 Epoch 365/500 255/255 [==============================] - 0s 365us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 366/500 255/255 [==============================] - 0s 372us/step - loss: 0.1853 - accuracy: 0.9319 Epoch 367/500 255/255 [==============================] - 0s 369us/step - loss: 0.1855 - accuracy: 0.9318 Epoch 368/500 255/255 [==============================] - 0s 366us/step - loss: 0.1854 - accuracy: 0.9323 Epoch 369/500 255/255 [==============================] - 0s 341us/step - loss: 0.1851 - accuracy: 0.9317 Epoch 370/500 255/255 [==============================] - 0s 386us/step - loss: 0.1853 - accuracy: 0.9320 Epoch 371/500 255/255 [==============================] - 0s 385us/step - loss: 0.1853 - accuracy: 0.9320 Epoch 372/500 255/255 [==============================] - 0s 404us/step - loss: 0.1852 - accuracy: 0.9319 Epoch 373/500 255/255 [==============================] - 0s 412us/step - loss: 0.1853 - accuracy: 0.9313 Epoch 374/500 255/255 [==============================] - 0s 388us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 375/500 255/255 [==============================] - 0s 371us/step - loss: 0.1851 - accuracy: 0.9320 Epoch 376/500 255/255 [==============================] - 0s 370us/step - loss: 0.1853 - accuracy: 0.9326 Epoch 377/500 255/255 [==============================] - 0s 375us/step - loss: 0.1852 - accuracy: 0.9318 Epoch 378/500 255/255 [==============================] - 0s 368us/step - loss: 0.1852 - accuracy: 0.9321 Epoch 379/500 255/255 [==============================] - 0s 380us/step - loss: 0.1853 - accuracy: 0.9323 Epoch 380/500 255/255 [==============================] - 0s 377us/step - loss: 0.1852 - accuracy: 0.9326 Epoch 381/500 255/255 [==============================] - 0s 371us/step - loss: 0.1853 - accuracy: 0.9312 Epoch 382/500 255/255 [==============================] - 0s 367us/step - loss: 0.1850 - accuracy: 0.9323 Epoch 383/500 255/255 [==============================] - 0s 357us/step - loss: 0.1854 - accuracy: 0.9310 Epoch 384/500 255/255 [==============================] - 0s 367us/step - loss: 0.1852 - accuracy: 0.9319 Epoch 385/500 255/255 [==============================] - 0s 379us/step - loss: 0.1851 - accuracy: 0.9320 Epoch 386/500 255/255 [==============================] - 0s 370us/step - loss: 0.1854 - accuracy: 0.9318 Epoch 387/500 255/255 [==============================] - 0s 369us/step - loss: 0.1853 - accuracy: 0.9313 Epoch 388/500 255/255 [==============================] - 0s 369us/step - loss: 0.1851 - accuracy: 0.9320 Epoch 389/500 255/255 [==============================] - 0s 366us/step - loss: 0.1853 - accuracy: 0.9317 Epoch 390/500 255/255 [==============================] - 0s 373us/step - loss: 0.1851 - accuracy: 0.9318 Epoch 391/500 255/255 [==============================] - 0s 368us/step - loss: 0.1849 - accuracy: 0.9321 Epoch 392/500 255/255 [==============================] - 0s 363us/step - loss: 0.1850 - accuracy: 0.9315 Epoch 393/500 255/255 [==============================] - 0s 370us/step - loss: 0.1848 - accuracy: 0.9315 Epoch 394/500 255/255 [==============================] - 0s 370us/step - loss: 0.1853 - accuracy: 0.9313 Epoch 395/500 255/255 [==============================] - 0s 368us/step - loss: 0.1851 - accuracy: 0.9317 Epoch 396/500 255/255 [==============================] - 0s 366us/step - loss: 0.1852 - accuracy: 0.9318 Epoch 397/500 255/255 [==============================] - 0s 367us/step - loss: 0.1849 - accuracy: 0.9314 Epoch 398/500 255/255 [==============================] - 0s 377us/step - loss: 0.1849 - accuracy: 0.9315 Epoch 399/500 255/255 [==============================] - 0s 368us/step - loss: 0.1850 - accuracy: 0.9317 Epoch 400/500 255/255 [==============================] - 0s 375us/step - loss: 0.1849 - accuracy: 0.9313 Epoch 401/500 255/255 [==============================] - 0s 360us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 402/500 255/255 [==============================] - 0s 365us/step - loss: 0.1851 - accuracy: 0.9313 Epoch 403/500 255/255 [==============================] - 0s 373us/step - loss: 0.1852 - accuracy: 0.9318 Epoch 404/500 255/255 [==============================] - 0s 380us/step - loss: 0.1851 - accuracy: 0.9318 Epoch 405/500 255/255 [==============================] - 0s 373us/step - loss: 0.1850 - accuracy: 0.9317 Epoch 406/500 255/255 [==============================] - 0s 367us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 407/500 255/255 [==============================] - 0s 377us/step - loss: 0.1849 - accuracy: 0.9314 Epoch 408/500 255/255 [==============================] - 0s 375us/step - loss: 0.1852 - accuracy: 0.9319 Epoch 409/500 255/255 [==============================] - 0s 364us/step - loss: 0.1849 - accuracy: 0.9314 Epoch 410/500 255/255 [==============================] - 0s 366us/step - loss: 0.1849 - accuracy: 0.9310 Epoch 411/500 255/255 [==============================] - 0s 375us/step - loss: 0.1849 - accuracy: 0.9315 Epoch 412/500 255/255 [==============================] - 0s 365us/step - loss: 0.1851 - accuracy: 0.9319 Epoch 413/500 255/255 [==============================] - 0s 375us/step - loss: 0.1852 - accuracy: 0.9318 Epoch 414/500 255/255 [==============================] - 0s 479us/step - loss: 0.1850 - accuracy: 0.9314 Epoch 415/500 255/255 [==============================] - 0s 368us/step - loss: 0.1850 - accuracy: 0.9317 Epoch 416/500 255/255 [==============================] - 0s 369us/step - loss: 0.1850 - accuracy: 0.9320 Epoch 417/500 255/255 [==============================] - 0s 364us/step - loss: 0.1849 - accuracy: 0.9321 Epoch 418/500 255/255 [==============================] - 0s 378us/step - loss: 0.1849 - accuracy: 0.9319 Epoch 419/500 255/255 [==============================] - 0s 358us/step - loss: 0.1849 - accuracy: 0.9315 Epoch 420/500 255/255 [==============================] - 0s 376us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 421/500 255/255 [==============================] - 0s 371us/step - loss: 0.1847 - accuracy: 0.9318 Epoch 422/500 255/255 [==============================] - 0s 366us/step - loss: 0.1850 - accuracy: 0.9320 Epoch 423/500 255/255 [==============================] - 0s 352us/step - loss: 0.1848 - accuracy: 0.9312 Epoch 424/500 255/255 [==============================] - 0s 368us/step - loss: 0.1850 - accuracy: 0.9318 Epoch 425/500 255/255 [==============================] - 0s 373us/step - loss: 0.1851 - accuracy: 0.9321 Epoch 426/500 255/255 [==============================] - 0s 366us/step - loss: 0.1851 - accuracy: 0.9317 Epoch 427/500 255/255 [==============================] - 0s 373us/step - loss: 0.1852 - accuracy: 0.9318 Epoch 428/500 255/255 [==============================] - 0s 363us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 429/500 255/255 [==============================] - 0s 368us/step - loss: 0.1849 - accuracy: 0.9314 Epoch 430/500 255/255 [==============================] - 0s 369us/step - loss: 0.1849 - accuracy: 0.9320 Epoch 431/500 255/255 [==============================] - 0s 368us/step - loss: 0.1849 - accuracy: 0.9319 Epoch 432/500 255/255 [==============================] - 0s 370us/step - loss: 0.1848 - accuracy: 0.9319 Epoch 433/500 255/255 [==============================] - 0s 367us/step - loss: 0.1849 - accuracy: 0.9325 Epoch 434/500 255/255 [==============================] - 0s 387us/step - loss: 0.1851 - accuracy: 0.9315 Epoch 435/500 255/255 [==============================] - 0s 455us/step - loss: 0.1847 - accuracy: 0.9315 Epoch 436/500 255/255 [==============================] - 0s 379us/step - loss: 0.1848 - accuracy: 0.9314 Epoch 437/500 255/255 [==============================] - 0s 376us/step - loss: 0.1851 - accuracy: 0.9321 Epoch 438/500 255/255 [==============================] - 0s 376us/step - loss: 0.1848 - accuracy: 0.9317 Epoch 439/500 255/255 [==============================] - 0s 374us/step - loss: 0.1848 - accuracy: 0.9319 Epoch 440/500 255/255 [==============================] - 0s 368us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 441/500 255/255 [==============================] - 0s 381us/step - loss: 0.1846 - accuracy: 0.9324 Epoch 442/500 255/255 [==============================] - 0s 374us/step - loss: 0.1846 - accuracy: 0.9315 Epoch 443/500 255/255 [==============================] - 0s 372us/step - loss: 0.1848 - accuracy: 0.9315 Epoch 444/500 255/255 [==============================] - 0s 370us/step - loss: 0.1846 - accuracy: 0.9314 Epoch 445/500 255/255 [==============================] - 0s 372us/step - loss: 0.1850 - accuracy: 0.9315 Epoch 446/500 255/255 [==============================] - 0s 372us/step - loss: 0.1849 - accuracy: 0.9324 Epoch 447/500 255/255 [==============================] - 0s 367us/step - loss: 0.1848 - accuracy: 0.9317 Epoch 448/500 255/255 [==============================] - 0s 368us/step - loss: 0.1848 - accuracy: 0.9315 Epoch 449/500 255/255 [==============================] - 0s 377us/step - loss: 0.1846 - accuracy: 0.9318 Epoch 450/500 255/255 [==============================] - 0s 374us/step - loss: 0.1846 - accuracy: 0.9315 Epoch 451/500 255/255 [==============================] - 0s 359us/step - loss: 0.1845 - accuracy: 0.9321 Epoch 452/500 255/255 [==============================] - 0s 377us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 453/500 255/255 [==============================] - 0s 364us/step - loss: 0.1846 - accuracy: 0.9319 Epoch 454/500 255/255 [==============================] - 0s 366us/step - loss: 0.1849 - accuracy: 0.9315 Epoch 455/500 255/255 [==============================] - 0s 363us/step - loss: 0.1848 - accuracy: 0.9319 Epoch 456/500 255/255 [==============================] - 0s 370us/step - loss: 0.1845 - accuracy: 0.9320 Epoch 457/500 255/255 [==============================] - 0s 375us/step - loss: 0.1847 - accuracy: 0.9318 Epoch 458/500 255/255 [==============================] - 0s 383us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 459/500 255/255 [==============================] - 0s 365us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 460/500 255/255 [==============================] - 0s 369us/step - loss: 0.1846 - accuracy: 0.9317 Epoch 461/500 255/255 [==============================] - 0s 370us/step - loss: 0.1846 - accuracy: 0.9314 Epoch 462/500 255/255 [==============================] - 0s 369us/step - loss: 0.1846 - accuracy: 0.9320 Epoch 463/500 255/255 [==============================] - 0s 367us/step - loss: 0.1847 - accuracy: 0.9315 Epoch 464/500 255/255 [==============================] - 0s 364us/step - loss: 0.1845 - accuracy: 0.9320 Epoch 465/500 255/255 [==============================] - 0s 373us/step - loss: 0.1846 - accuracy: 0.9318 Epoch 466/500 255/255 [==============================] - 0s 366us/step - loss: 0.1846 - accuracy: 0.9320 Epoch 467/500 255/255 [==============================] - 0s 370us/step - loss: 0.1847 - accuracy: 0.9319 Epoch 468/500 255/255 [==============================] - 0s 369us/step - loss: 0.1846 - accuracy: 0.9321 Epoch 469/500 255/255 [==============================] - 0s 378us/step - loss: 0.1845 - accuracy: 0.9315 Epoch 470/500 255/255 [==============================] - 0s 364us/step - loss: 0.1847 - accuracy: 0.9320 Epoch 471/500 255/255 [==============================] - 0s 372us/step - loss: 0.1846 - accuracy: 0.9320 Epoch 472/500 255/255 [==============================] - 0s 364us/step - loss: 0.1846 - accuracy: 0.9313 Epoch 473/500 255/255 [==============================] - 0s 354us/step - loss: 0.1844 - accuracy: 0.9320 Epoch 474/500 255/255 [==============================] - 0s 365us/step - loss: 0.1846 - accuracy: 0.9314 Epoch 475/500 255/255 [==============================] - 0s 376us/step - loss: 0.1845 - accuracy: 0.9313 Epoch 476/500 255/255 [==============================] - 0s 368us/step - loss: 0.1845 - accuracy: 0.9317 Epoch 477/500 255/255 [==============================] - 0s 366us/step - loss: 0.1846 - accuracy: 0.9324 Epoch 478/500 255/255 [==============================] - 0s 376us/step - loss: 0.1847 - accuracy: 0.9319 Epoch 479/500 255/255 [==============================] - 0s 361us/step - loss: 0.1843 - accuracy: 0.9320 Epoch 480/500 255/255 [==============================] - 0s 373us/step - loss: 0.1846 - accuracy: 0.9326 Epoch 481/500 255/255 [==============================] - 0s 374us/step - loss: 0.1844 - accuracy: 0.9319 Epoch 482/500 255/255 [==============================] - 0s 375us/step - loss: 0.1847 - accuracy: 0.9315 Epoch 483/500 255/255 [==============================] - 0s 368us/step - loss: 0.1840 - accuracy: 0.9323 Epoch 484/500 255/255 [==============================] - 0s 360us/step - loss: 0.1847 - accuracy: 0.9315 Epoch 485/500 255/255 [==============================] - 0s 367us/step - loss: 0.1846 - accuracy: 0.9318 Epoch 486/500 255/255 [==============================] - 0s 364us/step - loss: 0.1847 - accuracy: 0.9318 Epoch 487/500 255/255 [==============================] - 0s 363us/step - loss: 0.1844 - accuracy: 0.9323 Epoch 488/500 255/255 [==============================] - 0s 377us/step - loss: 0.1846 - accuracy: 0.9320 Epoch 489/500 255/255 [==============================] - 0s 369us/step - loss: 0.1844 - accuracy: 0.9319 Epoch 490/500 255/255 [==============================] - 0s 370us/step - loss: 0.1845 - accuracy: 0.9323 Epoch 491/500 255/255 [==============================] - 0s 372us/step - loss: 0.1845 - accuracy: 0.9315 Epoch 492/500 255/255 [==============================] - 0s 387us/step - loss: 0.1844 - accuracy: 0.9320 Epoch 493/500 255/255 [==============================] - 0s 373us/step - loss: 0.1845 - accuracy: 0.9314 Epoch 494/500 255/255 [==============================] - 0s 380us/step - loss: 0.1846 - accuracy: 0.9318 Epoch 495/500 255/255 [==============================] - 0s 372us/step - loss: 0.1846 - accuracy: 0.9324 Epoch 496/500 255/255 [==============================] - 0s 364us/step - loss: 0.1845 - accuracy: 0.9315 Epoch 497/500 255/255 [==============================] - 0s 372us/step - loss: 0.1845 - accuracy: 0.9320 Epoch 498/500 255/255 [==============================] - 0s 370us/step - loss: 0.1844 - accuracy: 0.9313 Epoch 499/500 255/255 [==============================] - 0s 376us/step - loss: 0.1845 - accuracy: 0.9319 Epoch 500/500 255/255 [==============================] - 0s 364us/step - loss: 0.1846 - accuracy: 0.9320 29/29 [==============================] - 0s 339us/step Epoch 1/500 255/255 [==============================] - 0s 407us/step - loss: 0.4655 - accuracy: 0.9289 Epoch 2/500 255/255 [==============================] - 0s 377us/step - loss: 0.2074 - accuracy: 0.9301 Epoch 3/500 255/255 [==============================] - 0s 374us/step - loss: 0.2003 - accuracy: 0.9301 Epoch 4/500 255/255 [==============================] - 0s 378us/step - loss: 0.1983 - accuracy: 0.9301 Epoch 5/500 255/255 [==============================] - 0s 361us/step - loss: 0.1973 - accuracy: 0.9301 Epoch 6/500 255/255 [==============================] - 0s 372us/step - loss: 0.1966 - accuracy: 0.9301 Epoch 7/500 255/255 [==============================] - 0s 363us/step - loss: 0.1961 - accuracy: 0.9301 Epoch 8/500 255/255 [==============================] - 0s 376us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 9/500 255/255 [==============================] - 0s 375us/step - loss: 0.1955 - accuracy: 0.9301 Epoch 10/500 255/255 [==============================] - 0s 378us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 11/500 255/255 [==============================] - 0s 375us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 12/500 255/255 [==============================] - 0s 371us/step - loss: 0.1947 - accuracy: 0.9301 Epoch 13/500 255/255 [==============================] - 0s 365us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 14/500 255/255 [==============================] - 0s 374us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 15/500 255/255 [==============================] - 0s 375us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 16/500 255/255 [==============================] - 0s 378us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 17/500 255/255 [==============================] - 0s 369us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 18/500 255/255 [==============================] - 0s 369us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 19/500 255/255 [==============================] - 0s 368us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 20/500 255/255 [==============================] - 0s 367us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 21/500 255/255 [==============================] - 0s 376us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 22/500 255/255 [==============================] - 0s 369us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 23/500 255/255 [==============================] - 0s 377us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 24/500 255/255 [==============================] - 0s 377us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 25/500 255/255 [==============================] - 0s 374us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 26/500 255/255 [==============================] - 0s 369us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 27/500 255/255 [==============================] - 0s 367us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 28/500 255/255 [==============================] - 0s 373us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 29/500 255/255 [==============================] - 0s 376us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 30/500 255/255 [==============================] - 0s 364us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 31/500 255/255 [==============================] - 0s 374us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 32/500 255/255 [==============================] - 0s 368us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 33/500 255/255 [==============================] - 0s 393us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 34/500 255/255 [==============================] - 0s 402us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 35/500 255/255 [==============================] - 0s 394us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 36/500 255/255 [==============================] - 0s 406us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 37/500 255/255 [==============================] - 0s 410us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 38/500 255/255 [==============================] - 0s 377us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 39/500 255/255 [==============================] - 0s 370us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 40/500 255/255 [==============================] - 0s 439us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 41/500 255/255 [==============================] - 0s 389us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 42/500 255/255 [==============================] - 0s 375us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 43/500 255/255 [==============================] - 0s 372us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 44/500 255/255 [==============================] - 0s 370us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 45/500 255/255 [==============================] - 0s 376us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 46/500 255/255 [==============================] - 0s 377us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 47/500 255/255 [==============================] - 0s 381us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 48/500 255/255 [==============================] - 0s 370us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 49/500 255/255 [==============================] - 0s 361us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 50/500 255/255 [==============================] - 0s 377us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 51/500 255/255 [==============================] - 0s 371us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 52/500 255/255 [==============================] - 0s 371us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 53/500 255/255 [==============================] - 0s 374us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 54/500 255/255 [==============================] - 0s 373us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 55/500 255/255 [==============================] - 0s 366us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 56/500 255/255 [==============================] - 0s 368us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 57/500 255/255 [==============================] - 0s 365us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 58/500 255/255 [==============================] - 0s 373us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 59/500 255/255 [==============================] - 0s 372us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 60/500 255/255 [==============================] - 0s 376us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 61/500 255/255 [==============================] - 0s 367us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 62/500 255/255 [==============================] - 0s 367us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 63/500 255/255 [==============================] - 0s 370us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 64/500 255/255 [==============================] - 0s 373us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 65/500 255/255 [==============================] - 0s 370us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 66/500 255/255 [==============================] - 0s 369us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 67/500 255/255 [==============================] - 0s 363us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 68/500 255/255 [==============================] - 0s 363us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 69/500 255/255 [==============================] - 0s 373us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 70/500 255/255 [==============================] - 0s 371us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 71/500 255/255 [==============================] - 0s 366us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 72/500 255/255 [==============================] - 0s 372us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 73/500 255/255 [==============================] - 0s 361us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 74/500 255/255 [==============================] - 0s 369us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 75/500 255/255 [==============================] - 0s 380us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 76/500 255/255 [==============================] - 0s 380us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 77/500 255/255 [==============================] - 0s 366us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 78/500 255/255 [==============================] - 0s 386us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 79/500 255/255 [==============================] - 0s 380us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 80/500 255/255 [==============================] - 0s 373us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 81/500 255/255 [==============================] - 0s 373us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 82/500 255/255 [==============================] - 0s 370us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 83/500 255/255 [==============================] - 0s 376us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 84/500 255/255 [==============================] - 0s 372us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 85/500 255/255 [==============================] - 0s 365us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 86/500 255/255 [==============================] - 0s 363us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 87/500 255/255 [==============================] - 0s 371us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 88/500 255/255 [==============================] - 0s 371us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 89/500 255/255 [==============================] - 0s 370us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 90/500 255/255 [==============================] - 0s 369us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 91/500 255/255 [==============================] - 0s 368us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 92/500 255/255 [==============================] - 0s 365us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 93/500 255/255 [==============================] - 0s 372us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 94/500 255/255 [==============================] - 0s 378us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 95/500 255/255 [==============================] - 0s 369us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 96/500 255/255 [==============================] - 0s 354us/step - loss: 0.1917 - accuracy: 0.9301 Epoch 97/500 255/255 [==============================] - 0s 367us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 98/500 255/255 [==============================] - 0s 360us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 99/500 255/255 [==============================] - 0s 364us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 100/500 255/255 [==============================] - 0s 365us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 101/500 255/255 [==============================] - 0s 368us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 102/500 255/255 [==============================] - 0s 366us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 103/500 255/255 [==============================] - 0s 359us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 104/500 255/255 [==============================] - 0s 369us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 105/500 255/255 [==============================] - 0s 368us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 106/500 255/255 [==============================] - 0s 372us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 107/500 255/255 [==============================] - 0s 368us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 108/500 255/255 [==============================] - 0s 355us/step - loss: 0.1915 - accuracy: 0.9299 Epoch 109/500 255/255 [==============================] - 0s 370us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 110/500 255/255 [==============================] - 0s 361us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 111/500 255/255 [==============================] - 0s 364us/step - loss: 0.1914 - accuracy: 0.9299 Epoch 112/500 255/255 [==============================] - 0s 364us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 113/500 255/255 [==============================] - 0s 358us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 114/500 255/255 [==============================] - 0s 368us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 115/500 255/255 [==============================] - 0s 371us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 116/500 255/255 [==============================] - 0s 364us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 117/500 255/255 [==============================] - 0s 367us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 118/500 255/255 [==============================] - 0s 370us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 119/500 255/255 [==============================] - 0s 371us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 120/500 255/255 [==============================] - 0s 375us/step - loss: 0.1913 - accuracy: 0.9294 Epoch 121/500 255/255 [==============================] - 0s 362us/step - loss: 0.1916 - accuracy: 0.9296 Epoch 122/500 255/255 [==============================] - 0s 385us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 123/500 255/255 [==============================] - 0s 374us/step - loss: 0.1913 - accuracy: 0.9294 Epoch 124/500 255/255 [==============================] - 0s 371us/step - loss: 0.1911 - accuracy: 0.9294 Epoch 125/500 255/255 [==============================] - 0s 378us/step - loss: 0.1913 - accuracy: 0.9296 Epoch 126/500 255/255 [==============================] - 0s 378us/step - loss: 0.1911 - accuracy: 0.9294 Epoch 127/500 255/255 [==============================] - 0s 359us/step - loss: 0.1912 - accuracy: 0.9297 Epoch 128/500 255/255 [==============================] - 0s 381us/step - loss: 0.1915 - accuracy: 0.9296 Epoch 129/500 255/255 [==============================] - 0s 368us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 130/500 255/255 [==============================] - 0s 351us/step - loss: 0.1912 - accuracy: 0.9296 Epoch 131/500 255/255 [==============================] - 0s 378us/step - loss: 0.1912 - accuracy: 0.9294 Epoch 132/500 255/255 [==============================] - 0s 379us/step - loss: 0.1912 - accuracy: 0.9297 Epoch 133/500 255/255 [==============================] - 0s 389us/step - loss: 0.1911 - accuracy: 0.9298 Epoch 134/500 255/255 [==============================] - 0s 370us/step - loss: 0.1911 - accuracy: 0.9297 Epoch 135/500 255/255 [==============================] - 0s 368us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 136/500 255/255 [==============================] - 0s 378us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 137/500 255/255 [==============================] - 0s 375us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 138/500 255/255 [==============================] - 0s 379us/step - loss: 0.1909 - accuracy: 0.9298 Epoch 139/500 255/255 [==============================] - 0s 373us/step - loss: 0.1913 - accuracy: 0.9294 Epoch 140/500 255/255 [==============================] - 0s 377us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 141/500 255/255 [==============================] - 0s 382us/step - loss: 0.1912 - accuracy: 0.9297 Epoch 142/500 255/255 [==============================] - 0s 481us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 143/500 255/255 [==============================] - 0s 370us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 144/500 255/255 [==============================] - 0s 367us/step - loss: 0.1912 - accuracy: 0.9299 Epoch 145/500 255/255 [==============================] - 0s 357us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 146/500 255/255 [==============================] - 0s 366us/step - loss: 0.1910 - accuracy: 0.9296 Epoch 147/500 255/255 [==============================] - 0s 369us/step - loss: 0.1909 - accuracy: 0.9298 Epoch 148/500 255/255 [==============================] - 0s 371us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 149/500 255/255 [==============================] - 0s 364us/step - loss: 0.1911 - accuracy: 0.9297 Epoch 150/500 255/255 [==============================] - 0s 360us/step - loss: 0.1910 - accuracy: 0.9298 Epoch 151/500 255/255 [==============================] - 0s 362us/step - loss: 0.1910 - accuracy: 0.9297 Epoch 152/500 255/255 [==============================] - 0s 361us/step - loss: 0.1910 - accuracy: 0.9297 Epoch 153/500 255/255 [==============================] - 0s 370us/step - loss: 0.1909 - accuracy: 0.9299 Epoch 154/500 255/255 [==============================] - 0s 358us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 155/500 255/255 [==============================] - 0s 366us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 156/500 255/255 [==============================] - 0s 365us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 157/500 255/255 [==============================] - 0s 360us/step - loss: 0.1909 - accuracy: 0.9299 Epoch 158/500 255/255 [==============================] - 0s 357us/step - loss: 0.1909 - accuracy: 0.9299 Epoch 159/500 255/255 [==============================] - 0s 364us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 160/500 255/255 [==============================] - 0s 379us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 161/500 255/255 [==============================] - 0s 381us/step - loss: 0.1909 - accuracy: 0.9299 Epoch 162/500 255/255 [==============================] - 0s 402us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 163/500 255/255 [==============================] - 0s 380us/step - loss: 0.1907 - accuracy: 0.9299 Epoch 164/500 255/255 [==============================] - 0s 388us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 165/500 255/255 [==============================] - 0s 380us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 166/500 255/255 [==============================] - 0s 374us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 167/500 255/255 [==============================] - 0s 351us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 168/500 255/255 [==============================] - 0s 357us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 169/500 255/255 [==============================] - 0s 358us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 170/500 255/255 [==============================] - 0s 356us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 171/500 255/255 [==============================] - 0s 354us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 172/500 255/255 [==============================] - 0s 349us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 173/500 255/255 [==============================] - 0s 352us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 174/500 255/255 [==============================] - 0s 354us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 175/500 255/255 [==============================] - 0s 357us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 176/500 255/255 [==============================] - 0s 349us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 177/500 255/255 [==============================] - 0s 367us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 178/500 255/255 [==============================] - 0s 364us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 179/500 255/255 [==============================] - 0s 360us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 180/500 255/255 [==============================] - 0s 361us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 181/500 255/255 [==============================] - 0s 359us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 182/500 255/255 [==============================] - 0s 375us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 183/500 255/255 [==============================] - 0s 357us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 184/500 255/255 [==============================] - 0s 366us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 185/500 255/255 [==============================] - 0s 375us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 186/500 255/255 [==============================] - 0s 367us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 187/500 255/255 [==============================] - 0s 376us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 188/500 255/255 [==============================] - 0s 364us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 189/500 255/255 [==============================] - 0s 367us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 190/500 255/255 [==============================] - 0s 364us/step - loss: 0.1907 - accuracy: 0.9299 Epoch 191/500 255/255 [==============================] - 0s 361us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 192/500 255/255 [==============================] - 0s 365us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 193/500 255/255 [==============================] - 0s 362us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 194/500 255/255 [==============================] - 0s 361us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 195/500 255/255 [==============================] - 0s 361us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 196/500 255/255 [==============================] - 0s 435us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 197/500 255/255 [==============================] - 0s 377us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 198/500 255/255 [==============================] - 0s 358us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 199/500 255/255 [==============================] - 0s 361us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 200/500 255/255 [==============================] - 0s 366us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 201/500 255/255 [==============================] - 0s 393us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 202/500 255/255 [==============================] - 0s 396us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 203/500 255/255 [==============================] - 0s 382us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 204/500 255/255 [==============================] - 0s 390us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 205/500 255/255 [==============================] - 0s 362us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 206/500 255/255 [==============================] - 0s 358us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 207/500 255/255 [==============================] - 0s 360us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 208/500 255/255 [==============================] - 0s 359us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 209/500 255/255 [==============================] - 0s 362us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 210/500 255/255 [==============================] - 0s 361us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 211/500 255/255 [==============================] - 0s 365us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 212/500 255/255 [==============================] - 0s 368us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 213/500 255/255 [==============================] - 0s 373us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 214/500 255/255 [==============================] - 0s 364us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 215/500 255/255 [==============================] - 0s 360us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 216/500 255/255 [==============================] - 0s 360us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 217/500 255/255 [==============================] - 0s 361us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 218/500 255/255 [==============================] - 0s 364us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 219/500 255/255 [==============================] - 0s 359us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 220/500 255/255 [==============================] - 0s 374us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 221/500 255/255 [==============================] - 0s 364us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 222/500 255/255 [==============================] - 0s 366us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 223/500 255/255 [==============================] - 0s 368us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 224/500 255/255 [==============================] - 0s 363us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 225/500 255/255 [==============================] - 0s 369us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 226/500 255/255 [==============================] - 0s 365us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 227/500 255/255 [==============================] - 0s 365us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 228/500 255/255 [==============================] - 0s 366us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 229/500 255/255 [==============================] - 0s 374us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 230/500 255/255 [==============================] - 0s 359us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 231/500 255/255 [==============================] - 0s 360us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 232/500 255/255 [==============================] - 0s 376us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 233/500 255/255 [==============================] - 0s 367us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 234/500 255/255 [==============================] - 0s 353us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 235/500 255/255 [==============================] - 0s 361us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 236/500 255/255 [==============================] - 0s 362us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 237/500 255/255 [==============================] - 0s 363us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 238/500 255/255 [==============================] - 0s 372us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 239/500 255/255 [==============================] - 0s 371us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 240/500 255/255 [==============================] - 0s 363us/step - loss: 0.1904 - accuracy: 0.9302 Epoch 241/500 255/255 [==============================] - 0s 359us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 242/500 255/255 [==============================] - 0s 365us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 243/500 255/255 [==============================] - 0s 365us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 244/500 255/255 [==============================] - 0s 361us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 245/500 255/255 [==============================] - 0s 361us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 246/500 255/255 [==============================] - 0s 356us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 247/500 255/255 [==============================] - 0s 356us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 248/500 255/255 [==============================] - 0s 364us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 249/500 255/255 [==============================] - 0s 370us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 250/500 255/255 [==============================] - 0s 370us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 251/500 255/255 [==============================] - 0s 366us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 252/500 255/255 [==============================] - 0s 360us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 253/500 255/255 [==============================] - 0s 373us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 254/500 255/255 [==============================] - 0s 371us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 255/500 255/255 [==============================] - 0s 371us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 256/500 255/255 [==============================] - 0s 357us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 257/500 255/255 [==============================] - 0s 372us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 258/500 255/255 [==============================] - 0s 366us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 259/500 255/255 [==============================] - 0s 364us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 260/500 255/255 [==============================] - 0s 374us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 261/500 255/255 [==============================] - 0s 368us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 262/500 255/255 [==============================] - 0s 356us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 263/500 255/255 [==============================] - 0s 350us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 264/500 255/255 [==============================] - 0s 368us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 265/500 255/255 [==============================] - 0s 372us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 266/500 255/255 [==============================] - 0s 359us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 267/500 255/255 [==============================] - 0s 378us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 268/500 255/255 [==============================] - 0s 369us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 269/500 255/255 [==============================] - 0s 360us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 270/500 255/255 [==============================] - 0s 368us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 271/500 255/255 [==============================] - 0s 374us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 272/500 255/255 [==============================] - 0s 369us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 273/500 255/255 [==============================] - 0s 366us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 274/500 255/255 [==============================] - 0s 367us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 275/500 255/255 [==============================] - 0s 379us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 276/500 255/255 [==============================] - 0s 376us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 277/500 255/255 [==============================] - 0s 366us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 278/500 255/255 [==============================] - 0s 372us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 279/500 255/255 [==============================] - 0s 462us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 280/500 255/255 [==============================] - 0s 378us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 281/500 255/255 [==============================] - 0s 364us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 282/500 255/255 [==============================] - 0s 365us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 283/500 255/255 [==============================] - 0s 368us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 284/500 255/255 [==============================] - 0s 365us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 285/500 255/255 [==============================] - 0s 364us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 286/500 255/255 [==============================] - 0s 371us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 287/500 255/255 [==============================] - 0s 370us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 288/500 255/255 [==============================] - 0s 358us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 289/500 255/255 [==============================] - 0s 357us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 290/500 255/255 [==============================] - 0s 368us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 291/500 255/255 [==============================] - 0s 366us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 292/500 255/255 [==============================] - 0s 366us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 293/500 255/255 [==============================] - 0s 362us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 294/500 255/255 [==============================] - 0s 359us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 295/500 255/255 [==============================] - 0s 372us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 296/500 255/255 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 297/500 255/255 [==============================] - 0s 386us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 298/500 255/255 [==============================] - 0s 364us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 299/500 255/255 [==============================] - 0s 358us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 300/500 255/255 [==============================] - 0s 380us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 301/500 255/255 [==============================] - 0s 370us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 302/500 255/255 [==============================] - 0s 366us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 303/500 255/255 [==============================] - 0s 371us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 304/500 255/255 [==============================] - 0s 364us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 305/500 255/255 [==============================] - 0s 355us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 306/500 255/255 [==============================] - 0s 362us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 307/500 255/255 [==============================] - 0s 353us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 308/500 255/255 [==============================] - 0s 364us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 309/500 255/255 [==============================] - 0s 352us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 310/500 255/255 [==============================] - 0s 357us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 311/500 255/255 [==============================] - 0s 356us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 312/500 255/255 [==============================] - 0s 354us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 313/500 255/255 [==============================] - 0s 348us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 314/500 255/255 [==============================] - 0s 355us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 315/500 255/255 [==============================] - 0s 351us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 316/500 255/255 [==============================] - 0s 347us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 317/500 255/255 [==============================] - 0s 355us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 318/500 255/255 [==============================] - 0s 357us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 319/500 255/255 [==============================] - 0s 354us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 320/500 255/255 [==============================] - 0s 348us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 321/500 255/255 [==============================] - 0s 352us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 322/500 255/255 [==============================] - 0s 349us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 323/500 255/255 [==============================] - 0s 353us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 324/500 255/255 [==============================] - 0s 348us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 325/500 255/255 [==============================] - 0s 353us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 326/500 255/255 [==============================] - 0s 355us/step - loss: 0.1890 - accuracy: 0.9305 Epoch 327/500 255/255 [==============================] - 0s 346us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 328/500 255/255 [==============================] - 0s 350us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 329/500 255/255 [==============================] - 0s 351us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 330/500 255/255 [==============================] - 0s 355us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 331/500 255/255 [==============================] - 0s 344us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 332/500 255/255 [==============================] - 0s 353us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 333/500 255/255 [==============================] - 0s 348us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 334/500 255/255 [==============================] - 0s 347us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 335/500 255/255 [==============================] - 0s 354us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 336/500 255/255 [==============================] - 0s 352us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 337/500 255/255 [==============================] - 0s 357us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 338/500 255/255 [==============================] - 0s 352us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 339/500 255/255 [==============================] - 0s 354us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 340/500 255/255 [==============================] - 0s 350us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 341/500 255/255 [==============================] - 0s 358us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 342/500 255/255 [==============================] - 0s 348us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 343/500 255/255 [==============================] - 0s 343us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 344/500 255/255 [==============================] - 0s 350us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 345/500 255/255 [==============================] - 0s 354us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 346/500 255/255 [==============================] - 0s 355us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 347/500 255/255 [==============================] - 0s 348us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 348/500 255/255 [==============================] - 0s 350us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 349/500 255/255 [==============================] - 0s 355us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 350/500 255/255 [==============================] - 0s 353us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 351/500 255/255 [==============================] - 0s 344us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 352/500 255/255 [==============================] - 0s 343us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 353/500 255/255 [==============================] - 0s 349us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 354/500 255/255 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 355/500 255/255 [==============================] - 0s 350us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 356/500 255/255 [==============================] - 0s 354us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 357/500 255/255 [==============================] - 0s 347us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 358/500 255/255 [==============================] - 0s 357us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 359/500 255/255 [==============================] - 0s 355us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 360/500 255/255 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 361/500 255/255 [==============================] - 0s 363us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 362/500 255/255 [==============================] - 0s 343us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 363/500 255/255 [==============================] - 0s 352us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 364/500 255/255 [==============================] - 0s 349us/step - loss: 0.1884 - accuracy: 0.9302 Epoch 365/500 255/255 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 366/500 255/255 [==============================] - 0s 347us/step - loss: 0.1886 - accuracy: 0.9304 Epoch 367/500 255/255 [==============================] - 0s 359us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 368/500 255/255 [==============================] - 0s 352us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 369/500 255/255 [==============================] - 0s 354us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 370/500 255/255 [==============================] - 0s 352us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 371/500 255/255 [==============================] - 0s 352us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 372/500 255/255 [==============================] - 0s 355us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 373/500 255/255 [==============================] - 0s 383us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 374/500 255/255 [==============================] - 0s 407us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 375/500 255/255 [==============================] - 0s 391us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 376/500 255/255 [==============================] - 0s 381us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 377/500 255/255 [==============================] - 0s 356us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 378/500 255/255 [==============================] - 0s 360us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 379/500 255/255 [==============================] - 0s 355us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 380/500 255/255 [==============================] - 0s 348us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 381/500 255/255 [==============================] - 0s 352us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 382/500 255/255 [==============================] - 0s 351us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 383/500 255/255 [==============================] - 0s 357us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 384/500 255/255 [==============================] - 0s 358us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 385/500 255/255 [==============================] - 0s 350us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 386/500 255/255 [==============================] - 0s 352us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 387/500 255/255 [==============================] - 0s 355us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 388/500 255/255 [==============================] - 0s 356us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 389/500 255/255 [==============================] - 0s 352us/step - loss: 0.1886 - accuracy: 0.9303 Epoch 390/500 255/255 [==============================] - 0s 442us/step - loss: 0.1886 - accuracy: 0.9314 Epoch 391/500 255/255 [==============================] - 0s 356us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 392/500 255/255 [==============================] - 0s 356us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 393/500 255/255 [==============================] - 0s 350us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 394/500 255/255 [==============================] - 0s 353us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 395/500 255/255 [==============================] - 0s 351us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 396/500 255/255 [==============================] - 0s 355us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 397/500 255/255 [==============================] - 0s 355us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 398/500 255/255 [==============================] - 0s 345us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 399/500 255/255 [==============================] - 0s 362us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 400/500 255/255 [==============================] - 0s 362us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 401/500 255/255 [==============================] - 0s 355us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 402/500 255/255 [==============================] - 0s 349us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 403/500 255/255 [==============================] - 0s 350us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 404/500 255/255 [==============================] - 0s 358us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 405/500 255/255 [==============================] - 0s 343us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 406/500 255/255 [==============================] - 0s 363us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 407/500 255/255 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9303 Epoch 408/500 255/255 [==============================] - 0s 351us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 409/500 255/255 [==============================] - 0s 351us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 410/500 255/255 [==============================] - 0s 349us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 411/500 255/255 [==============================] - 0s 351us/step - loss: 0.1882 - accuracy: 0.9312 Epoch 412/500 255/255 [==============================] - 0s 432us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 413/500 255/255 [==============================] - 0s 350us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 414/500 255/255 [==============================] - 0s 356us/step - loss: 0.1883 - accuracy: 0.9303 Epoch 415/500 255/255 [==============================] - 0s 352us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 416/500 255/255 [==============================] - 0s 355us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 417/500 255/255 [==============================] - 0s 355us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 418/500 255/255 [==============================] - 0s 352us/step - loss: 0.1884 - accuracy: 0.9313 Epoch 419/500 255/255 [==============================] - 0s 355us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 420/500 255/255 [==============================] - 0s 350us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 421/500 255/255 [==============================] - 0s 359us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 422/500 255/255 [==============================] - 0s 359us/step - loss: 0.1884 - accuracy: 0.9303 Epoch 423/500 255/255 [==============================] - 0s 343us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 424/500 255/255 [==============================] - 0s 342us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 425/500 255/255 [==============================] - 0s 352us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 426/500 255/255 [==============================] - 0s 356us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 427/500 255/255 [==============================] - 0s 347us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 428/500 255/255 [==============================] - 0s 350us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 429/500 255/255 [==============================] - 0s 347us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 430/500 255/255 [==============================] - 0s 350us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 431/500 255/255 [==============================] - 0s 346us/step - loss: 0.1882 - accuracy: 0.9310 Epoch 432/500 255/255 [==============================] - 0s 352us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 433/500 255/255 [==============================] - 0s 351us/step - loss: 0.1882 - accuracy: 0.9312 Epoch 434/500 255/255 [==============================] - 0s 342us/step - loss: 0.1883 - accuracy: 0.9313 Epoch 435/500 255/255 [==============================] - 0s 350us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 436/500 255/255 [==============================] - 0s 353us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 437/500 255/255 [==============================] - 0s 350us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 438/500 255/255 [==============================] - 0s 354us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 439/500 255/255 [==============================] - 0s 343us/step - 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[==============================] - 0s 382us/step - loss: 0.1882 - accuracy: 0.9302 Epoch 450/500 255/255 [==============================] - 0s 363us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 451/500 255/255 [==============================] - 0s 358us/step - loss: 0.1879 - accuracy: 0.9303 Epoch 452/500 255/255 [==============================] - 0s 355us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 453/500 255/255 [==============================] - 0s 364us/step - loss: 0.1881 - accuracy: 0.9303 Epoch 454/500 255/255 [==============================] - 0s 369us/step - loss: 0.1881 - accuracy: 0.9303 Epoch 455/500 255/255 [==============================] - 0s 368us/step - loss: 0.1881 - accuracy: 0.9308 Epoch 456/500 255/255 [==============================] - 0s 351us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 457/500 255/255 [==============================] - 0s 354us/step - loss: 0.1879 - accuracy: 0.9307 Epoch 458/500 255/255 [==============================] - 0s 368us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 459/500 255/255 [==============================] - 0s 366us/step - loss: 0.1881 - accuracy: 0.9309 Epoch 460/500 255/255 [==============================] - 0s 360us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 461/500 255/255 [==============================] - 0s 368us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 462/500 255/255 [==============================] - 0s 371us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 463/500 255/255 [==============================] - 0s 376us/step - loss: 0.1880 - accuracy: 0.9307 Epoch 464/500 255/255 [==============================] - 0s 351us/step - loss: 0.1881 - accuracy: 0.9305 Epoch 465/500 255/255 [==============================] - 0s 363us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 466/500 255/255 [==============================] - 0s 386us/step - loss: 0.1882 - accuracy: 0.9309 Epoch 467/500 255/255 [==============================] - 0s 359us/step - loss: 0.1880 - accuracy: 0.9309 Epoch 468/500 255/255 [==============================] - 0s 372us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 469/500 255/255 [==============================] - 0s 364us/step - loss: 0.1881 - accuracy: 0.9302 Epoch 470/500 255/255 [==============================] - 0s 361us/step - loss: 0.1880 - accuracy: 0.9309 Epoch 471/500 255/255 [==============================] - 0s 354us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 472/500 255/255 [==============================] - 0s 353us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 473/500 255/255 [==============================] - 0s 347us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 474/500 255/255 [==============================] - 0s 358us/step - loss: 0.1882 - accuracy: 0.9302 Epoch 475/500 255/255 [==============================] - 0s 364us/step - loss: 0.1880 - accuracy: 0.9305 Epoch 476/500 255/255 [==============================] - 0s 365us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 477/500 255/255 [==============================] - 0s 352us/step - loss: 0.1879 - accuracy: 0.9309 Epoch 478/500 255/255 [==============================] - 0s 373us/step - loss: 0.1879 - accuracy: 0.9305 Epoch 479/500 255/255 [==============================] - 0s 366us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 480/500 255/255 [==============================] - 0s 345us/step - loss: 0.1879 - accuracy: 0.9307 Epoch 481/500 255/255 [==============================] - 0s 350us/step - loss: 0.1881 - accuracy: 0.9308 Epoch 482/500 255/255 [==============================] - 0s 369us/step - loss: 0.1879 - accuracy: 0.9305 Epoch 483/500 255/255 [==============================] - 0s 355us/step - loss: 0.1880 - accuracy: 0.9303 Epoch 484/500 255/255 [==============================] - 0s 346us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 485/500 255/255 [==============================] - 0s 373us/step - loss: 0.1880 - accuracy: 0.9309 Epoch 486/500 255/255 [==============================] - 0s 374us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 487/500 255/255 [==============================] - 0s 365us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 488/500 255/255 [==============================] - 0s 364us/step - loss: 0.1880 - accuracy: 0.9307 Epoch 489/500 255/255 [==============================] - 0s 357us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 490/500 255/255 [==============================] - 0s 361us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 491/500 255/255 [==============================] - 0s 363us/step - loss: 0.1879 - accuracy: 0.9308 Epoch 492/500 255/255 [==============================] - 0s 348us/step - loss: 0.1880 - accuracy: 0.9312 Epoch 493/500 255/255 [==============================] - 0s 355us/step - loss: 0.1877 - accuracy: 0.9315 Epoch 494/500 255/255 [==============================] - 0s 365us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 495/500 255/255 [==============================] - 0s 362us/step - loss: 0.1877 - accuracy: 0.9307 Epoch 496/500 255/255 [==============================] - 0s 361us/step - loss: 0.1878 - accuracy: 0.9308 Epoch 497/500 255/255 [==============================] - 0s 361us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 498/500 255/255 [==============================] - 0s 361us/step - loss: 0.1879 - accuracy: 0.9312 Epoch 499/500 255/255 [==============================] - 0s 373us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 500/500 255/255 [==============================] - 0s 385us/step - loss: 0.1880 - accuracy: 0.9308 29/29 [==============================] - 0s 331us/step Epoch 1/500 255/255 [==============================] - 0s 414us/step - loss: 0.4796 - accuracy: 0.9281 Epoch 2/500 255/255 [==============================] - 0s 406us/step - loss: 0.2097 - accuracy: 0.9310 Epoch 3/500 255/255 [==============================] - 0s 349us/step - loss: 0.2006 - accuracy: 0.9310 Epoch 4/500 255/255 [==============================] - 0s 347us/step - loss: 0.1978 - accuracy: 0.9310 Epoch 5/500 255/255 [==============================] - 0s 339us/step - loss: 0.1966 - accuracy: 0.9310 Epoch 6/500 255/255 [==============================] - 0s 345us/step - loss: 0.1957 - accuracy: 0.9310 Epoch 7/500 255/255 [==============================] - 0s 339us/step - loss: 0.1951 - accuracy: 0.9310 Epoch 8/500 255/255 [==============================] - 0s 347us/step - loss: 0.1949 - accuracy: 0.9310 Epoch 9/500 255/255 [==============================] - 0s 368us/step - loss: 0.1944 - accuracy: 0.9310 Epoch 10/500 255/255 [==============================] - 0s 381us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 11/500 255/255 [==============================] - 0s 356us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 12/500 255/255 [==============================] - 0s 344us/step - loss: 0.1939 - accuracy: 0.9310 Epoch 13/500 255/255 [==============================] - 0s 339us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 14/500 255/255 [==============================] - 0s 351us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 15/500 255/255 [==============================] - 0s 347us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 16/500 255/255 [==============================] - 0s 336us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 17/500 255/255 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 18/500 255/255 [==============================] - 0s 406us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 19/500 255/255 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 20/500 255/255 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 21/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 22/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 23/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 24/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 25/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 26/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 27/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 28/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9310 Epoch 29/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 30/500 255/255 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 31/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 32/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 33/500 255/255 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 34/500 255/255 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 35/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 36/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 37/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 38/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 39/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 40/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 41/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 42/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 43/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 44/500 255/255 [==============================] - 0s 339us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 45/500 255/255 [==============================] - 0s 336us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 46/500 255/255 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 47/500 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 48/500 255/255 [==============================] - 0s 368us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 49/500 255/255 [==============================] - 0s 376us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 50/500 255/255 [==============================] - 0s 349us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 51/500 255/255 [==============================] - 0s 338us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 52/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 53/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 54/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 55/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 56/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 57/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 58/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 59/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 60/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 61/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 62/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 63/500 255/255 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 64/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 65/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 66/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 67/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 68/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 69/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 70/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 71/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 72/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 73/500 255/255 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 74/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 75/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 76/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 77/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 78/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 79/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 80/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 81/500 255/255 [==============================] - 0s 445us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 82/500 255/255 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 83/500 255/255 [==============================] - 0s 343us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 84/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 85/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 86/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 87/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 88/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 89/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 90/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 91/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 92/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 93/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 94/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 95/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 96/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 97/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 98/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 99/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 100/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 101/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 102/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 103/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 104/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 105/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 106/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 107/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 108/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 109/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 110/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 111/500 255/255 [==============================] - 0s 409us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 112/500 255/255 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 113/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 114/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 115/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 116/500 255/255 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 117/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 118/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 119/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 120/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 121/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 122/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 124/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 125/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 126/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 127/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 128/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 129/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 130/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 131/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 132/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 133/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 134/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 135/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 136/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 137/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 138/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 139/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 140/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 141/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 142/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 143/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 144/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 145/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 146/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 147/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 148/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 149/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 150/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 151/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 152/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 153/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 154/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 155/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 156/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 157/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 158/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 159/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 160/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 161/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 162/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 163/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 164/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 165/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 166/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 167/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 168/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 169/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 170/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 171/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 172/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 173/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 174/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 175/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 176/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 177/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 178/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 179/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 180/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 181/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 182/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 183/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 184/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 185/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 186/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 187/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 188/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 189/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 190/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 191/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 192/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 193/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 194/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 195/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 196/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 197/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 198/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 199/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 200/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 201/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 202/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 203/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 204/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 205/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 206/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 207/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 208/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 209/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 210/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 211/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 212/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 213/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 214/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 215/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 216/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 217/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 218/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 219/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 220/500 255/255 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 221/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 222/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 223/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 224/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 225/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 226/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 227/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 228/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 229/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 230/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 231/500 255/255 [==============================] - 0s 368us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 232/500 255/255 [==============================] - 0s 377us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 233/500 255/255 [==============================] - 0s 363us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 234/500 255/255 [==============================] - 0s 367us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 235/500 255/255 [==============================] - 0s 355us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 236/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 237/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 238/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 239/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 240/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 241/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 242/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 243/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 244/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 245/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 246/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 247/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 248/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 249/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 250/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 251/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 252/500 255/255 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 253/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 254/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 255/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 256/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 257/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 258/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 259/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 260/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 261/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 262/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 263/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 264/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9319 Epoch 265/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 266/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 267/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 268/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 269/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 270/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 271/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 272/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 273/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 274/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 275/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 276/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 277/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 278/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 279/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 280/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 281/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 282/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 283/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 284/500 255/255 [==============================] - 0s 325us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9320 Epoch 286/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 287/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 288/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 289/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 290/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 291/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 292/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 293/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 294/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 295/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 296/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 297/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 298/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 299/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 300/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 301/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 302/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 303/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 304/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 305/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 306/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 307/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 308/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 309/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 310/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 311/500 255/255 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 312/500 255/255 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 313/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 314/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 315/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 316/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 317/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 318/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 319/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 320/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 321/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 322/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 323/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 324/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 325/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 326/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 327/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 328/500 255/255 [==============================] - 0s 326us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 329/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 330/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 331/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 332/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 333/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 334/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 335/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 336/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9319 Epoch 337/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 338/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 339/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 340/500 255/255 [==============================] - 0s 326us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 341/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 342/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 343/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 344/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 345/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 346/500 255/255 [==============================] - 0s 326us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 347/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 348/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 349/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 350/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 351/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 352/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 353/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 354/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 355/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 356/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 357/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 358/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 359/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 360/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 361/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 362/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 363/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 364/500 255/255 [==============================] - 0s 326us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 365/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 366/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 367/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 368/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 369/500 255/255 [==============================] - 0s 352us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 370/500 255/255 [==============================] - 0s 367us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 371/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 372/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 373/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 374/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 375/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 376/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 377/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 378/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 379/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 380/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 381/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 382/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 383/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 384/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 385/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 386/500 255/255 [==============================] - 0s 325us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 387/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 388/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 389/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 390/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 391/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 392/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 393/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 394/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 395/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 396/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 397/500 255/255 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 398/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 399/500 255/255 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 400/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 401/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 402/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 403/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 404/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 405/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 406/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 407/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 408/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 409/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 410/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 411/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 412/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 413/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 414/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 415/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 416/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 417/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 418/500 255/255 [==============================] - 0s 361us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 419/500 255/255 [==============================] - 0s 362us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 420/500 255/255 [==============================] - 0s 370us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 421/500 255/255 [==============================] - 0s 367us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 422/500 255/255 [==============================] - 0s 354us/step - loss: 0.1896 - accuracy: 0.9321 Epoch 423/500 255/255 [==============================] - 0s 337us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 424/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 425/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 426/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 427/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9318 Epoch 428/500 255/255 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 429/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 430/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 431/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 432/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 433/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 434/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 435/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 436/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9320 Epoch 437/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 438/500 255/255 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 439/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 440/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 441/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 442/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 443/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 444/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 445/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 446/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 447/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 448/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 449/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 450/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 451/500 255/255 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9321 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 453/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 454/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 455/500 255/255 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 456/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 457/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 458/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 459/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 460/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 461/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 462/500 255/255 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 463/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 464/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 465/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 466/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 467/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 468/500 255/255 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 469/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 470/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 471/500 255/255 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9319 Epoch 472/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 473/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 474/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 475/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 476/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 477/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 478/500 255/255 [==============================] - 0s 335us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 479/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 480/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 481/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 482/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 483/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 484/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 485/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 486/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 487/500 255/255 [==============================] - 0s 335us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 488/500 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 489/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 490/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 491/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 492/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 493/500 255/255 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 494/500 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 495/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 496/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 497/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 498/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 499/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 500/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9318 29/29 [==============================] - 0s 299us/step Epoch 1/500 255/255 [==============================] - 0s 377us/step - loss: 0.4856 - accuracy: 0.9258 Epoch 2/500 255/255 [==============================] - 0s 329us/step - loss: 0.2107 - accuracy: 0.9291 Epoch 3/500 255/255 [==============================] - 0s 330us/step - loss: 0.2045 - accuracy: 0.9291 Epoch 4/500 255/255 [==============================] - 0s 333us/step - loss: 0.2023 - accuracy: 0.9291 Epoch 5/500 255/255 [==============================] - 0s 333us/step - loss: 0.2009 - accuracy: 0.9291 Epoch 6/500 255/255 [==============================] - 0s 331us/step - loss: 0.2000 - accuracy: 0.9291 Epoch 7/500 255/255 [==============================] - 0s 330us/step - loss: 0.1994 - accuracy: 0.9291 Epoch 8/500 255/255 [==============================] - 0s 331us/step - loss: 0.1992 - accuracy: 0.9291 Epoch 9/500 255/255 [==============================] - 0s 329us/step - loss: 0.1989 - accuracy: 0.9291 Epoch 10/500 255/255 [==============================] - 0s 329us/step - loss: 0.1986 - accuracy: 0.9291 Epoch 11/500 255/255 [==============================] - 0s 333us/step - loss: 0.1986 - accuracy: 0.9291 Epoch 12/500 255/255 [==============================] - 0s 329us/step - loss: 0.1983 - accuracy: 0.9291 Epoch 13/500 255/255 [==============================] - 0s 328us/step - loss: 0.1980 - accuracy: 0.9291 Epoch 14/500 255/255 [==============================] - 0s 330us/step - loss: 0.1981 - accuracy: 0.9291 Epoch 15/500 255/255 [==============================] - 0s 330us/step - loss: 0.1977 - accuracy: 0.9291 Epoch 16/500 255/255 [==============================] - 0s 330us/step - loss: 0.1978 - accuracy: 0.9291 Epoch 17/500 255/255 [==============================] - 0s 328us/step - loss: 0.1975 - accuracy: 0.9291 Epoch 18/500 255/255 [==============================] - 0s 330us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 19/500 255/255 [==============================] - 0s 327us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 20/500 255/255 [==============================] - 0s 329us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 21/500 255/255 [==============================] - 0s 332us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 22/500 255/255 [==============================] - 0s 330us/step - loss: 0.1967 - accuracy: 0.9291 Epoch 23/500 255/255 [==============================] - 0s 328us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 24/500 255/255 [==============================] - 0s 332us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 25/500 255/255 [==============================] - 0s 329us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 26/500 255/255 [==============================] - 0s 330us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 27/500 255/255 [==============================] - 0s 330us/step - loss: 0.1963 - accuracy: 0.9291 Epoch 28/500 255/255 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 29/500 255/255 [==============================] - 0s 330us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 30/500 255/255 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 31/500 255/255 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 32/500 255/255 [==============================] - 0s 330us/step - loss: 0.1957 - accuracy: 0.9291 Epoch 33/500 255/255 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 34/500 255/255 [==============================] - 0s 330us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 35/500 255/255 [==============================] - 0s 329us/step - loss: 0.1958 - accuracy: 0.9291 Epoch 36/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 37/500 255/255 [==============================] - 0s 329us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 38/500 255/255 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9291 Epoch 39/500 255/255 [==============================] - 0s 331us/step - loss: 0.1954 - accuracy: 0.9291 Epoch 40/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 41/500 255/255 [==============================] - 0s 328us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 42/500 255/255 [==============================] - 0s 327us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 43/500 255/255 [==============================] - 0s 335us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 44/500 255/255 [==============================] - 0s 333us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 45/500 255/255 [==============================] - 0s 336us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 46/500 255/255 [==============================] - 0s 335us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 47/500 255/255 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9291 Epoch 48/500 255/255 [==============================] - 0s 332us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 49/500 255/255 [==============================] - 0s 330us/step - loss: 0.1953 - accuracy: 0.9291 Epoch 50/500 255/255 [==============================] - 0s 330us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 51/500 255/255 [==============================] - 0s 330us/step - loss: 0.1952 - accuracy: 0.9291 Epoch 52/500 255/255 [==============================] - 0s 328us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 53/500 255/255 [==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 54/500 255/255 [==============================] - 0s 330us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 55/500 255/255 [==============================] - 0s 330us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 56/500 255/255 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 57/500 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 58/500 255/255 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 59/500 255/255 [==============================] - 0s 327us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 60/500 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 61/500 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 62/500 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 63/500 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9291 Epoch 64/500 255/255 [==============================] - 0s 328us/step - loss: 0.1950 - accuracy: 0.9291 Epoch 65/500 255/255 [==============================] - 0s 330us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 66/500 255/255 [==============================] - 0s 336us/step - loss: 0.1948 - accuracy: 0.9291 Epoch 67/500 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 68/500 255/255 [==============================] - 0s 328us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 69/500 255/255 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 70/500 255/255 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9291 Epoch 71/500 255/255 [==============================] - 0s 330us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 72/500 255/255 [==============================] - 0s 330us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 73/500 255/255 [==============================] - 0s 329us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 74/500 255/255 [==============================] - 0s 329us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 75/500 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 76/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 77/500 255/255 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 78/500 255/255 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 79/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9288 Epoch 80/500 255/255 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9294 Epoch 81/500 255/255 [==============================] - 0s 329us/step - loss: 0.1941 - accuracy: 0.9292 Epoch 82/500 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 83/500 255/255 [==============================] - 0s 328us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 84/500 255/255 [==============================] - 0s 329us/step - loss: 0.1941 - accuracy: 0.9297 Epoch 85/500 255/255 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 86/500 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 87/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9294 Epoch 88/500 255/255 [==============================] - 0s 329us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 89/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 90/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 91/500 255/255 [==============================] - 0s 334us/step - loss: 0.1941 - accuracy: 0.9299 Epoch 92/500 255/255 [==============================] - 0s 329us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 93/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9298 Epoch 94/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9299 Epoch 95/500 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 96/500 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 97/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9298 Epoch 98/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 99/500 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 100/500 255/255 [==============================] - 0s 328us/step - loss: 0.1941 - accuracy: 0.9298 Epoch 101/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9299 Epoch 102/500 255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 103/500 255/255 [==============================] - 0s 370us/step - loss: 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[==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 114/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 115/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9294 Epoch 116/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9302 Epoch 117/500 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 118/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 119/500 255/255 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 120/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 121/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 122/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 123/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 124/500 255/255 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 125/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9304 Epoch 126/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 127/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 128/500 255/255 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 129/500 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 130/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9302 Epoch 131/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 132/500 255/255 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 133/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 134/500 255/255 [==============================] - 0s 326us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 135/500 255/255 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 136/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 137/500 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 138/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 139/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9304 Epoch 140/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 141/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 142/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9303 Epoch 143/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 144/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9303 Epoch 145/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 146/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 147/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 148/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 149/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 150/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 151/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 152/500 255/255 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 153/500 255/255 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 154/500 255/255 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 155/500 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 156/500 255/255 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 157/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 158/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 159/500 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 160/500 255/255 [==============================] - 0s 405us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 161/500 255/255 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 162/500 255/255 [==============================] - 0s 337us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 163/500 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 164/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 165/500 255/255 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 166/500 255/255 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 167/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 168/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9299 Epoch 169/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 170/500 255/255 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 171/500 255/255 [==============================] - 0s 327us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 172/500 255/255 [==============================] - 0s 338us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 173/500 255/255 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 174/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 175/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 176/500 255/255 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 177/500 255/255 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 178/500 255/255 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 179/500 255/255 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 180/500 255/255 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 181/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 182/500 255/255 [==============================] - 0s 339us/step - loss: 0.1933 - accuracy: 0.9298 Epoch 183/500 255/255 [==============================] - 0s 340us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 184/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 185/500 255/255 [==============================] - 0s 327us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 186/500 255/255 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 187/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 188/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 189/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 190/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9298 Epoch 191/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 192/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 193/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 194/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9299 Epoch 195/500 255/255 [==============================] - 0s 325us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 196/500 255/255 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 197/500 255/255 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9309 Epoch 198/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 199/500 255/255 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 200/500 255/255 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 201/500 255/255 [==============================] - 0s 343us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 202/500 255/255 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 203/500 255/255 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 204/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 205/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 206/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 207/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 208/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 209/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 210/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 211/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 212/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 213/500 255/255 [==============================] - 0s 326us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 214/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 215/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 216/500 255/255 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 217/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9302 Epoch 218/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 219/500 255/255 [==============================] - 0s 338us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 220/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 221/500 255/255 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 222/500 255/255 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9304 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 224/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 225/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 226/500 255/255 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 227/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9304 Epoch 228/500 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 229/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 230/500 255/255 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 231/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 232/500 255/255 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 233/500 255/255 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 234/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 235/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 236/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 237/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 238/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 239/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 240/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9299 Epoch 241/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 242/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 243/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 244/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 245/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 246/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 247/500 255/255 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 248/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 249/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 250/500 255/255 [==============================] - 0s 326us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 251/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 252/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 253/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 254/500 255/255 [==============================] - 0s 326us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 255/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 256/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 257/500 255/255 [==============================] - 0s 324us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 258/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9303 Epoch 259/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 260/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 261/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 262/500 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 263/500 255/255 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 264/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 265/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 266/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 267/500 255/255 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 268/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 269/500 255/255 [==============================] - 0s 326us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 270/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9304 Epoch 271/500 255/255 [==============================] - 0s 334us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 272/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 273/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 274/500 255/255 [==============================] - 0s 330us/step - 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[==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 286/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 287/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 288/500 255/255 [==============================] - 0s 333us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 289/500 255/255 [==============================] - 0s 359us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 290/500 255/255 [==============================] - 0s 372us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 291/500 255/255 [==============================] - 0s 350us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 292/500 255/255 [==============================] - 0s 355us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 293/500 255/255 [==============================] - 0s 374us/step - 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[==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 304/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 305/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 306/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 307/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 308/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 309/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 310/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 311/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 312/500 255/255 [==============================] - 0s 331us/step - 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[==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 323/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 324/500 255/255 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 325/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9303 Epoch 326/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 327/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 328/500 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 329/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 330/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 331/500 255/255 [==============================] - 0s 332us/step - 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[==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 342/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 343/500 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 344/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 345/500 255/255 [==============================] - 0s 326us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 346/500 255/255 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 347/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 348/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9303 Epoch 349/500 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 350/500 255/255 [==============================] - 0s 328us/step - 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[==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 361/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 362/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 363/500 255/255 [==============================] - 0s 326us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 364/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 365/500 255/255 [==============================] - 0s 327us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 366/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 367/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 368/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 369/500 255/255 [==============================] - 0s 329us/step - 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[==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 380/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 381/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 382/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 383/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 384/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 385/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 386/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 387/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 388/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 389/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 390/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 391/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 392/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 393/500 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9302 Epoch 394/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 395/500 255/255 [==============================] - 0s 337us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 396/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 397/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 398/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 399/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 400/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 401/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 402/500 255/255 [==============================] - 0s 332us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 403/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 404/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 405/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 406/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 407/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 408/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 409/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 410/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 411/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 412/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 413/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 414/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 415/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 416/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 417/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 418/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 419/500 255/255 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 420/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 421/500 255/255 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 422/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 423/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 424/500 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 425/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 426/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 427/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 428/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 429/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 430/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 431/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 432/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 433/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 434/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 435/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 436/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 437/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 438/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 439/500 255/255 [==============================] - 0s 326us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 440/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 441/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 443/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 444/500 255/255 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 445/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 446/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 447/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 448/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9303 Epoch 449/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 450/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 451/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 453/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 454/500 255/255 [==============================] - 0s 412us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 455/500 255/255 [==============================] - 0s 339us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 456/500 255/255 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 457/500 255/255 [==============================] - 0s 380us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 458/500 255/255 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 459/500 255/255 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 460/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 461/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 462/500 255/255 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 463/500 255/255 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 464/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 465/500 255/255 [==============================] - 0s 352us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 466/500 255/255 [==============================] - 0s 345us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 467/500 255/255 [==============================] - 0s 338us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 468/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 469/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 470/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 471/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 472/500 255/255 [==============================] - 0s 328us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 473/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 474/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 475/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 476/500 255/255 [==============================] - 0s 341us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 477/500 255/255 [==============================] - 0s 353us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 478/500 255/255 [==============================] - 0s 345us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 479/500 255/255 [==============================] - 0s 340us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 480/500 255/255 [==============================] - 0s 368us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 481/500 255/255 [==============================] - 0s 373us/step - loss: 0.1923 - accuracy: 0.9303 Epoch 482/500 255/255 [==============================] - 0s 341us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 483/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 484/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 485/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 486/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 487/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 488/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 489/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 490/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 492/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 493/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 494/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9302 Epoch 495/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 496/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 497/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9303 Epoch 498/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 499/500 255/255 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 500/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9304 29/29 [==============================] - 0s 298us/step Epoch 1/500 255/255 [==============================] - 0s 375us/step - loss: 0.4412 - accuracy: 0.9307 Epoch 2/500 255/255 [==============================] - 0s 334us/step - loss: 0.2101 - accuracy: 0.9307 Epoch 3/500 255/255 [==============================] - 0s 333us/step - loss: 0.2021 - accuracy: 0.9307 Epoch 4/500 255/255 [==============================] - 0s 329us/step - loss: 0.1993 - accuracy: 0.9307 Epoch 5/500 255/255 [==============================] - 0s 329us/step - loss: 0.1976 - accuracy: 0.9307 Epoch 6/500 255/255 [==============================] - 0s 329us/step - loss: 0.1966 - accuracy: 0.9307 Epoch 7/500 255/255 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9307 Epoch 8/500 255/255 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9307 Epoch 9/500 255/255 [==============================] - 0s 338us/step - loss: 0.1948 - accuracy: 0.9307 Epoch 10/500 255/255 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9307 Epoch 11/500 255/255 [==============================] - 0s 335us/step - loss: 0.1946 - 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[==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 22/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 23/500 255/255 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 24/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 25/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 26/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 27/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 28/500 255/255 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 29/500 255/255 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 30/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 31/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 32/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 33/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 34/500 255/255 [==============================] - 0s 328us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 35/500 255/255 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 36/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 37/500 255/255 [==============================] - 0s 340us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 38/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 39/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 40/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 41/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 42/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 43/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 44/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 45/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 46/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 47/500 255/255 [==============================] - 0s 338us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 48/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 49/500 255/255 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 50/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 51/500 255/255 [==============================] - 0s 325us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 52/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 53/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 54/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 55/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 56/500 255/255 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 57/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 58/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 59/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 60/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 61/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 62/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 63/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 64/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 65/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 66/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 67/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 68/500 255/255 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 69/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 70/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 71/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 72/500 255/255 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 73/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 74/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 75/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 76/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 77/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 78/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 79/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 80/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 81/500 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 82/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 83/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 84/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 85/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 86/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 87/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 88/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 89/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 90/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 91/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 92/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 93/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 94/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 95/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 96/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 97/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 98/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 99/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 100/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 101/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 102/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 103/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 104/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 105/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 106/500 255/255 [==============================] - 0s 333us/step - loss: 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[==============================] - 0s 325us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 117/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 118/500 255/255 [==============================] - 0s 325us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 119/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 120/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 121/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 122/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 124/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 125/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 126/500 255/255 [==============================] - 0s 325us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 127/500 255/255 [==============================] - 0s 341us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 128/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 129/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 130/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 131/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 132/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 133/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 134/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 135/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 136/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 137/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 138/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 139/500 255/255 [==============================] - 0s 337us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 140/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 141/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 142/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9310 Epoch 143/500 255/255 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 144/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 145/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 146/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 147/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 148/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 149/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 150/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 151/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 152/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 153/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 154/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 155/500 255/255 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 156/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 157/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 158/500 255/255 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 159/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 160/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 161/500 255/255 [==============================] - 0s 373us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 162/500 255/255 [==============================] - 0s 391us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 163/500 255/255 [==============================] - 0s 376us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 164/500 255/255 [==============================] - 0s 380us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 165/500 255/255 [==============================] - 0s 352us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 166/500 255/255 [==============================] - 0s 340us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 167/500 255/255 [==============================] - 0s 339us/step - loss: 0.1892 - accuracy: 0.9319 Epoch 168/500 255/255 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 169/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 170/500 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 171/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 172/500 255/255 [==============================] - 0s 419us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 173/500 255/255 [==============================] - 0s 348us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 174/500 255/255 [==============================] - 0s 338us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 175/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 176/500 255/255 [==============================] - 0s 325us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 177/500 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 178/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 179/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 180/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 181/500 255/255 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 182/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 183/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 184/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 185/500 255/255 [==============================] - 0s 341us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 186/500 255/255 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 187/500 255/255 [==============================] - 0s 335us/step - loss: 0.1884 - accuracy: 0.9317 Epoch 188/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 189/500 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 190/500 255/255 [==============================] - 0s 322us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 191/500 255/255 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 192/500 255/255 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 193/500 255/255 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 194/500 255/255 [==============================] - 0s 326us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 195/500 255/255 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 196/500 255/255 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 197/500 255/255 [==============================] - 0s 324us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 198/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9315 Epoch 199/500 255/255 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 200/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9314 Epoch 201/500 255/255 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9317 Epoch 202/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 203/500 255/255 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 204/500 255/255 [==============================] - 0s 328us/step - loss: 0.1883 - accuracy: 0.9317 Epoch 205/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 206/500 255/255 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9315 Epoch 207/500 255/255 [==============================] - 0s 329us/step - loss: 0.1881 - accuracy: 0.9314 Epoch 208/500 255/255 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9315 Epoch 209/500 255/255 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 210/500 255/255 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9318 Epoch 211/500 255/255 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9314 Epoch 212/500 255/255 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9320 Epoch 213/500 255/255 [==============================] - 0s 329us/step - loss: 0.1880 - accuracy: 0.9319 Epoch 214/500 255/255 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9317 Epoch 215/500 255/255 [==============================] - 0s 329us/step - loss: 0.1881 - accuracy: 0.9317 Epoch 216/500 255/255 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9314 Epoch 217/500 255/255 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9317 Epoch 218/500 255/255 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9317 Epoch 219/500 255/255 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9315 Epoch 220/500 255/255 [==============================] - 0s 327us/step - loss: 0.1876 - accuracy: 0.9319 Epoch 221/500 255/255 [==============================] - 0s 327us/step - loss: 0.1877 - accuracy: 0.9319 Epoch 222/500 255/255 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9319 Epoch 223/500 255/255 [==============================] - 0s 332us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 224/500 255/255 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9315 Epoch 225/500 255/255 [==============================] - 0s 329us/step - loss: 0.1874 - accuracy: 0.9318 Epoch 226/500 255/255 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9320 Epoch 227/500 255/255 [==============================] - 0s 333us/step - loss: 0.1879 - accuracy: 0.9318 Epoch 228/500 255/255 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9319 Epoch 229/500 255/255 [==============================] - 0s 329us/step - loss: 0.1874 - accuracy: 0.9320 Epoch 230/500 255/255 [==============================] - 0s 331us/step - loss: 0.1873 - accuracy: 0.9324 Epoch 231/500 255/255 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9319 Epoch 232/500 255/255 [==============================] - 0s 328us/step - loss: 0.1869 - accuracy: 0.9313 Epoch 233/500 255/255 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9321 Epoch 234/500 255/255 [==============================] - 0s 329us/step - loss: 0.1873 - accuracy: 0.9319 Epoch 235/500 255/255 [==============================] - 0s 330us/step - loss: 0.1871 - accuracy: 0.9318 Epoch 236/500 255/255 [==============================] - 0s 325us/step - loss: 0.1867 - accuracy: 0.9319 Epoch 237/500 255/255 [==============================] - 0s 327us/step - loss: 0.1873 - accuracy: 0.9317 Epoch 238/500 255/255 [==============================] - 0s 327us/step - loss: 0.1871 - accuracy: 0.9320 Epoch 239/500 255/255 [==============================] - 0s 328us/step - loss: 0.1869 - accuracy: 0.9319 Epoch 240/500 255/255 [==============================] - 0s 331us/step - loss: 0.1871 - accuracy: 0.9320 Epoch 241/500 255/255 [==============================] - 0s 328us/step - loss: 0.1866 - accuracy: 0.9323 Epoch 242/500 255/255 [==============================] - 0s 331us/step - loss: 0.1866 - accuracy: 0.9321 Epoch 243/500 255/255 [==============================] - 0s 332us/step - loss: 0.1866 - accuracy: 0.9319 Epoch 244/500 255/255 [==============================] - 0s 337us/step - loss: 0.1865 - accuracy: 0.9324 Epoch 245/500 255/255 [==============================] - 0s 326us/step - loss: 0.1866 - accuracy: 0.9320 Epoch 246/500 255/255 [==============================] - 0s 330us/step - loss: 0.1864 - accuracy: 0.9320 Epoch 247/500 255/255 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9320 Epoch 248/500 255/255 [==============================] - 0s 335us/step - loss: 0.1866 - accuracy: 0.9318 Epoch 249/500 255/255 [==============================] - 0s 333us/step - loss: 0.1861 - accuracy: 0.9323 Epoch 250/500 255/255 [==============================] - 0s 328us/step - loss: 0.1860 - accuracy: 0.9318 Epoch 251/500 255/255 [==============================] - 0s 328us/step - loss: 0.1860 - accuracy: 0.9321 Epoch 252/500 255/255 [==============================] - 0s 328us/step - loss: 0.1860 - accuracy: 0.9319 Epoch 253/500 255/255 [==============================] - 0s 329us/step - loss: 0.1858 - accuracy: 0.9320 Epoch 254/500 255/255 [==============================] - 0s 328us/step - loss: 0.1857 - accuracy: 0.9315 Epoch 255/500 255/255 [==============================] - 0s 329us/step - loss: 0.1860 - accuracy: 0.9318 Epoch 256/500 255/255 [==============================] - 0s 330us/step - loss: 0.1859 - accuracy: 0.9318 Epoch 257/500 255/255 [==============================] - 0s 328us/step - loss: 0.1856 - accuracy: 0.9318 Epoch 258/500 255/255 [==============================] - 0s 329us/step - loss: 0.1856 - accuracy: 0.9323 Epoch 259/500 255/255 [==============================] - 0s 327us/step - loss: 0.1856 - accuracy: 0.9323 Epoch 260/500 255/255 [==============================] - 0s 331us/step - loss: 0.1854 - accuracy: 0.9321 Epoch 261/500 255/255 [==============================] - 0s 330us/step - loss: 0.1853 - accuracy: 0.9318 Epoch 262/500 255/255 [==============================] - 0s 330us/step - loss: 0.1853 - accuracy: 0.9321 Epoch 263/500 255/255 [==============================] - 0s 330us/step - loss: 0.1855 - accuracy: 0.9321 Epoch 264/500 255/255 [==============================] - 0s 329us/step - loss: 0.1854 - accuracy: 0.9323 Epoch 265/500 255/255 [==============================] - 0s 331us/step - loss: 0.1851 - accuracy: 0.9319 Epoch 266/500 255/255 [==============================] - 0s 331us/step - loss: 0.1854 - accuracy: 0.9320 Epoch 267/500 255/255 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9321 Epoch 268/500 255/255 [==============================] - 0s 326us/step - loss: 0.1848 - accuracy: 0.9320 Epoch 269/500 255/255 [==============================] - 0s 332us/step - loss: 0.1852 - accuracy: 0.9319 Epoch 270/500 255/255 [==============================] - 0s 331us/step - loss: 0.1846 - accuracy: 0.9321 Epoch 271/500 255/255 [==============================] - 0s 327us/step - loss: 0.1850 - accuracy: 0.9319 Epoch 272/500 255/255 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9320 Epoch 273/500 255/255 [==============================] - 0s 329us/step - loss: 0.1847 - accuracy: 0.9319 Epoch 274/500 255/255 [==============================] - 0s 325us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 275/500 255/255 [==============================] - 0s 332us/step - loss: 0.1847 - accuracy: 0.9323 Epoch 276/500 255/255 [==============================] - 0s 329us/step - loss: 0.1844 - accuracy: 0.9323 Epoch 277/500 255/255 [==============================] - 0s 335us/step - loss: 0.1848 - accuracy: 0.9325 Epoch 278/500 255/255 [==============================] - 0s 329us/step - loss: 0.1846 - accuracy: 0.9321 Epoch 279/500 255/255 [==============================] - 0s 331us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 280/500 255/255 [==============================] - 0s 329us/step - loss: 0.1846 - accuracy: 0.9319 Epoch 281/500 255/255 [==============================] - 0s 331us/step - loss: 0.1844 - accuracy: 0.9324 Epoch 282/500 255/255 [==============================] - 0s 329us/step - loss: 0.1843 - accuracy: 0.9323 Epoch 283/500 255/255 [==============================] - 0s 326us/step - loss: 0.1844 - accuracy: 0.9324 Epoch 284/500 255/255 [==============================] - 0s 333us/step - loss: 0.1843 - accuracy: 0.9323 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1842 - accuracy: 0.9319 Epoch 286/500 255/255 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9325 Epoch 287/500 255/255 [==============================] - 0s 331us/step - loss: 0.1842 - accuracy: 0.9328 Epoch 288/500 255/255 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9326 Epoch 289/500 255/255 [==============================] - 0s 335us/step - loss: 0.1841 - accuracy: 0.9318 Epoch 290/500 255/255 [==============================] - 0s 333us/step - loss: 0.1841 - accuracy: 0.9324 Epoch 291/500 255/255 [==============================] - 0s 328us/step - loss: 0.1838 - accuracy: 0.9323 Epoch 292/500 255/255 [==============================] - 0s 329us/step - loss: 0.1840 - accuracy: 0.9321 Epoch 293/500 255/255 [==============================] - 0s 335us/step - loss: 0.1839 - accuracy: 0.9325 Epoch 294/500 255/255 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9323 Epoch 295/500 255/255 [==============================] - 0s 330us/step - loss: 0.1839 - accuracy: 0.9314 Epoch 296/500 255/255 [==============================] - 0s 331us/step - loss: 0.1838 - accuracy: 0.9320 Epoch 297/500 255/255 [==============================] - 0s 332us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 298/500 255/255 [==============================] - 0s 328us/step - loss: 0.1836 - accuracy: 0.9319 Epoch 299/500 255/255 [==============================] - 0s 332us/step - loss: 0.1837 - accuracy: 0.9319 Epoch 300/500 255/255 [==============================] - 0s 331us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 301/500 255/255 [==============================] - 0s 329us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 302/500 255/255 [==============================] - 0s 328us/step - loss: 0.1835 - accuracy: 0.9315 Epoch 303/500 255/255 [==============================] - 0s 405us/step - loss: 0.1834 - accuracy: 0.9317 Epoch 304/500 255/255 [==============================] - 0s 336us/step - loss: 0.1836 - accuracy: 0.9321 Epoch 305/500 255/255 [==============================] - 0s 332us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 306/500 255/255 [==============================] - 0s 329us/step - loss: 0.1833 - accuracy: 0.9320 Epoch 307/500 255/255 [==============================] - 0s 332us/step - loss: 0.1832 - accuracy: 0.9317 Epoch 308/500 255/255 [==============================] - 0s 327us/step - loss: 0.1833 - accuracy: 0.9323 Epoch 309/500 255/255 [==============================] - 0s 329us/step - loss: 0.1835 - accuracy: 0.9317 Epoch 310/500 255/255 [==============================] - 0s 332us/step - loss: 0.1830 - accuracy: 0.9321 Epoch 311/500 255/255 [==============================] - 0s 334us/step - loss: 0.1832 - accuracy: 0.9324 Epoch 312/500 255/255 [==============================] - 0s 340us/step - loss: 0.1830 - accuracy: 0.9321 Epoch 313/500 255/255 [==============================] - 0s 330us/step - loss: 0.1827 - accuracy: 0.9315 Epoch 314/500 255/255 [==============================] - 0s 327us/step - loss: 0.1829 - accuracy: 0.9319 Epoch 315/500 255/255 [==============================] - 0s 328us/step - loss: 0.1829 - accuracy: 0.9324 Epoch 316/500 255/255 [==============================] - 0s 332us/step - loss: 0.1832 - accuracy: 0.9320 Epoch 317/500 255/255 [==============================] - 0s 330us/step - loss: 0.1825 - accuracy: 0.9320 Epoch 318/500 255/255 [==============================] - 0s 329us/step - loss: 0.1830 - accuracy: 0.9318 Epoch 319/500 255/255 [==============================] - 0s 331us/step - loss: 0.1831 - accuracy: 0.9318 Epoch 320/500 255/255 [==============================] - 0s 332us/step - loss: 0.1833 - accuracy: 0.9315 Epoch 321/500 255/255 [==============================] - 0s 333us/step - loss: 0.1830 - accuracy: 0.9329 Epoch 322/500 255/255 [==============================] - 0s 331us/step - loss: 0.1829 - accuracy: 0.9318 Epoch 323/500 255/255 [==============================] - 0s 327us/step - loss: 0.1827 - accuracy: 0.9324 Epoch 324/500 255/255 [==============================] - 0s 330us/step - loss: 0.1826 - accuracy: 0.9318 Epoch 325/500 255/255 [==============================] - 0s 330us/step - loss: 0.1826 - accuracy: 0.9323 Epoch 326/500 255/255 [==============================] - 0s 331us/step - loss: 0.1827 - accuracy: 0.9321 Epoch 327/500 255/255 [==============================] - 0s 329us/step - loss: 0.1825 - accuracy: 0.9320 Epoch 328/500 255/255 [==============================] - 0s 335us/step - loss: 0.1826 - accuracy: 0.9324 Epoch 329/500 255/255 [==============================] - 0s 332us/step - loss: 0.1828 - accuracy: 0.9325 Epoch 330/500 255/255 [==============================] - 0s 330us/step - loss: 0.1826 - accuracy: 0.9321 Epoch 331/500 255/255 [==============================] - 0s 327us/step - loss: 0.1833 - accuracy: 0.9324 Epoch 332/500 255/255 [==============================] - 0s 331us/step - loss: 0.1827 - accuracy: 0.9320 Epoch 333/500 255/255 [==============================] - 0s 328us/step - loss: 0.1823 - accuracy: 0.9321 Epoch 334/500 255/255 [==============================] - 0s 329us/step - loss: 0.1826 - accuracy: 0.9324 Epoch 335/500 255/255 [==============================] - 0s 330us/step - loss: 0.1828 - accuracy: 0.9328 Epoch 336/500 255/255 [==============================] - 0s 329us/step - loss: 0.1826 - accuracy: 0.9323 Epoch 337/500 255/255 [==============================] - 0s 330us/step - loss: 0.1826 - accuracy: 0.9320 Epoch 338/500 255/255 [==============================] - 0s 330us/step - loss: 0.1824 - accuracy: 0.9321 Epoch 339/500 255/255 [==============================] - 0s 333us/step - loss: 0.1825 - accuracy: 0.9325 Epoch 340/500 255/255 [==============================] - 0s 330us/step - loss: 0.1825 - accuracy: 0.9323 Epoch 341/500 255/255 [==============================] - 0s 324us/step - loss: 0.1824 - accuracy: 0.9326 Epoch 342/500 255/255 [==============================] - 0s 330us/step - loss: 0.1821 - accuracy: 0.9321 Epoch 343/500 255/255 [==============================] - 0s 330us/step - loss: 0.1822 - accuracy: 0.9324 Epoch 344/500 255/255 [==============================] - 0s 331us/step - loss: 0.1821 - accuracy: 0.9320 Epoch 345/500 255/255 [==============================] - 0s 330us/step - loss: 0.1820 - accuracy: 0.9325 Epoch 346/500 255/255 [==============================] - 0s 328us/step - loss: 0.1824 - accuracy: 0.9325 Epoch 347/500 255/255 [==============================] - 0s 331us/step - loss: 0.1821 - accuracy: 0.9320 Epoch 348/500 255/255 [==============================] - 0s 375us/step - loss: 0.1824 - accuracy: 0.9321 Epoch 349/500 255/255 [==============================] - 0s 376us/step - loss: 0.1822 - accuracy: 0.9319 Epoch 350/500 255/255 [==============================] - 0s 373us/step - loss: 0.1821 - accuracy: 0.9323 Epoch 351/500 255/255 [==============================] - 0s 366us/step - loss: 0.1823 - accuracy: 0.9318 Epoch 352/500 255/255 [==============================] - 0s 348us/step - loss: 0.1826 - accuracy: 0.9325 Epoch 353/500 255/255 [==============================] - 0s 331us/step - loss: 0.1821 - accuracy: 0.9319 Epoch 354/500 255/255 [==============================] - 0s 334us/step - loss: 0.1820 - accuracy: 0.9326 Epoch 355/500 255/255 [==============================] - 0s 332us/step - loss: 0.1820 - accuracy: 0.9321 Epoch 356/500 255/255 [==============================] - 0s 331us/step - loss: 0.1821 - accuracy: 0.9321 Epoch 357/500 255/255 [==============================] - 0s 327us/step - loss: 0.1823 - accuracy: 0.9325 Epoch 358/500 255/255 [==============================] - 0s 332us/step - loss: 0.1821 - accuracy: 0.9320 Epoch 359/500 255/255 [==============================] - 0s 329us/step - loss: 0.1825 - accuracy: 0.9321 Epoch 360/500 255/255 [==============================] - 0s 333us/step - loss: 0.1821 - accuracy: 0.9325 Epoch 361/500 255/255 [==============================] - 0s 336us/step - loss: 0.1819 - accuracy: 0.9321 Epoch 362/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9328 Epoch 363/500 255/255 [==============================] - 0s 331us/step - loss: 0.1819 - accuracy: 0.9323 Epoch 364/500 255/255 [==============================] - 0s 331us/step - loss: 0.1815 - accuracy: 0.9320 Epoch 365/500 255/255 [==============================] - 0s 333us/step - loss: 0.1818 - accuracy: 0.9325 Epoch 366/500 255/255 [==============================] - 0s 329us/step - loss: 0.1813 - accuracy: 0.9324 Epoch 367/500 255/255 [==============================] - 0s 334us/step - loss: 0.1820 - accuracy: 0.9328 Epoch 368/500 255/255 [==============================] - 0s 332us/step - loss: 0.1821 - accuracy: 0.9325 Epoch 369/500 255/255 [==============================] - 0s 329us/step - loss: 0.1819 - accuracy: 0.9323 Epoch 370/500 255/255 [==============================] - 0s 331us/step - loss: 0.1818 - accuracy: 0.9324 Epoch 371/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9326 Epoch 372/500 255/255 [==============================] - 0s 332us/step - loss: 0.1819 - accuracy: 0.9323 Epoch 373/500 255/255 [==============================] - 0s 332us/step - loss: 0.1816 - accuracy: 0.9328 Epoch 374/500 255/255 [==============================] - 0s 330us/step - loss: 0.1816 - accuracy: 0.9325 Epoch 375/500 255/255 [==============================] - 0s 330us/step - loss: 0.1815 - accuracy: 0.9325 Epoch 376/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9319 Epoch 377/500 255/255 [==============================] - 0s 328us/step - loss: 0.1817 - accuracy: 0.9324 Epoch 378/500 255/255 [==============================] - 0s 329us/step - loss: 0.1815 - accuracy: 0.9334 Epoch 379/500 255/255 [==============================] - 0s 330us/step - loss: 0.1819 - accuracy: 0.9324 Epoch 380/500 255/255 [==============================] - 0s 327us/step - loss: 0.1817 - accuracy: 0.9319 Epoch 381/500 255/255 [==============================] - 0s 330us/step - loss: 0.1815 - accuracy: 0.9325 Epoch 382/500 255/255 [==============================] - 0s 329us/step - loss: 0.1815 - accuracy: 0.9325 Epoch 383/500 255/255 [==============================] - 0s 330us/step - loss: 0.1814 - accuracy: 0.9319 Epoch 384/500 255/255 [==============================] - 0s 327us/step - loss: 0.1817 - accuracy: 0.9323 Epoch 385/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9325 Epoch 386/500 255/255 [==============================] - 0s 332us/step - loss: 0.1817 - accuracy: 0.9320 Epoch 387/500 255/255 [==============================] - 0s 329us/step - loss: 0.1813 - accuracy: 0.9326 Epoch 388/500 255/255 [==============================] - 0s 332us/step - loss: 0.1814 - accuracy: 0.9318 Epoch 389/500 255/255 [==============================] - 0s 330us/step - loss: 0.1812 - accuracy: 0.9325 Epoch 390/500 255/255 [==============================] - 0s 327us/step - loss: 0.1815 - accuracy: 0.9326 Epoch 391/500 255/255 [==============================] - 0s 329us/step - loss: 0.1816 - accuracy: 0.9325 Epoch 392/500 255/255 [==============================] - 0s 330us/step - loss: 0.1813 - accuracy: 0.9330 Epoch 393/500 255/255 [==============================] - 0s 329us/step - loss: 0.1812 - accuracy: 0.9325 Epoch 394/500 255/255 [==============================] - 0s 326us/step - loss: 0.1814 - accuracy: 0.9320 Epoch 395/500 255/255 [==============================] - 0s 330us/step - loss: 0.1809 - accuracy: 0.9325 Epoch 396/500 255/255 [==============================] - 0s 329us/step - loss: 0.1813 - accuracy: 0.9324 Epoch 397/500 255/255 [==============================] - 0s 328us/step - loss: 0.1815 - accuracy: 0.9329 Epoch 398/500 255/255 [==============================] - 0s 328us/step - loss: 0.1811 - accuracy: 0.9323 Epoch 399/500 255/255 [==============================] - 0s 334us/step - loss: 0.1815 - accuracy: 0.9325 Epoch 400/500 255/255 [==============================] - 0s 325us/step - loss: 0.1811 - accuracy: 0.9326 Epoch 401/500 255/255 [==============================] - 0s 332us/step - loss: 0.1815 - accuracy: 0.9325 Epoch 402/500 255/255 [==============================] - 0s 332us/step - loss: 0.1810 - accuracy: 0.9324 Epoch 403/500 255/255 [==============================] - 0s 329us/step - loss: 0.1813 - accuracy: 0.9321 Epoch 404/500 255/255 [==============================] - 0s 331us/step - loss: 0.1810 - accuracy: 0.9324 Epoch 405/500 255/255 [==============================] - 0s 329us/step - loss: 0.1812 - accuracy: 0.9329 Epoch 406/500 255/255 [==============================] - 0s 331us/step - loss: 0.1809 - accuracy: 0.9321 Epoch 407/500 255/255 [==============================] - 0s 329us/step - loss: 0.1810 - accuracy: 0.9319 Epoch 408/500 255/255 [==============================] - 0s 327us/step - loss: 0.1814 - accuracy: 0.9324 Epoch 409/500 255/255 [==============================] - 0s 333us/step - loss: 0.1810 - accuracy: 0.9328 Epoch 410/500 255/255 [==============================] - 0s 327us/step - loss: 0.1811 - accuracy: 0.9325 Epoch 411/500 255/255 [==============================] - 0s 329us/step - loss: 0.1813 - accuracy: 0.9329 Epoch 412/500 255/255 [==============================] - 0s 331us/step - loss: 0.1810 - accuracy: 0.9323 Epoch 413/500 255/255 [==============================] - 0s 330us/step - loss: 0.1807 - accuracy: 0.9319 Epoch 414/500 255/255 [==============================] - 0s 329us/step - loss: 0.1804 - accuracy: 0.9320 Epoch 415/500 255/255 [==============================] - 0s 330us/step - loss: 0.1812 - accuracy: 0.9323 Epoch 416/500 255/255 [==============================] - 0s 328us/step - loss: 0.1808 - accuracy: 0.9320 Epoch 417/500 255/255 [==============================] - 0s 333us/step - loss: 0.1808 - accuracy: 0.9328 Epoch 418/500 255/255 [==============================] - 0s 329us/step - loss: 0.1807 - accuracy: 0.9321 Epoch 419/500 255/255 [==============================] - 0s 327us/step - loss: 0.1806 - accuracy: 0.9324 Epoch 420/500 255/255 [==============================] - 0s 336us/step - loss: 0.1810 - accuracy: 0.9325 Epoch 421/500 255/255 [==============================] - 0s 331us/step - loss: 0.1807 - accuracy: 0.9325 Epoch 422/500 255/255 [==============================] - 0s 333us/step - loss: 0.1812 - accuracy: 0.9326 Epoch 423/500 255/255 [==============================] - 0s 330us/step - loss: 0.1807 - accuracy: 0.9326 Epoch 424/500 255/255 [==============================] - 0s 330us/step - loss: 0.1810 - accuracy: 0.9326 Epoch 425/500 255/255 [==============================] - 0s 331us/step - loss: 0.1808 - accuracy: 0.9323 Epoch 426/500 255/255 [==============================] - 0s 329us/step - loss: 0.1808 - accuracy: 0.9323 Epoch 427/500 255/255 [==============================] - 0s 330us/step - loss: 0.1807 - accuracy: 0.9324 Epoch 428/500 255/255 [==============================] - 0s 332us/step - loss: 0.1807 - accuracy: 0.9320 Epoch 429/500 255/255 [==============================] - 0s 328us/step - loss: 0.1808 - accuracy: 0.9323 Epoch 430/500 255/255 [==============================] - 0s 328us/step - loss: 0.1810 - accuracy: 0.9324 Epoch 431/500 255/255 [==============================] - 0s 329us/step - loss: 0.1807 - accuracy: 0.9326 Epoch 432/500 255/255 [==============================] - 0s 329us/step - loss: 0.1805 - accuracy: 0.9325 Epoch 433/500 255/255 [==============================] - 0s 329us/step - loss: 0.1810 - accuracy: 0.9325 Epoch 434/500 255/255 [==============================] - 0s 328us/step - loss: 0.1809 - accuracy: 0.9326 Epoch 435/500 255/255 [==============================] - 0s 334us/step - loss: 0.1807 - accuracy: 0.9321 Epoch 436/500 255/255 [==============================] - 0s 329us/step - loss: 0.1807 - accuracy: 0.9321 Epoch 437/500 255/255 [==============================] - 0s 328us/step - loss: 0.1806 - accuracy: 0.9326 Epoch 438/500 255/255 [==============================] - 0s 330us/step - loss: 0.1808 - accuracy: 0.9319 Epoch 439/500 255/255 [==============================] - 0s 328us/step - loss: 0.1810 - accuracy: 0.9328 Epoch 440/500 255/255 [==============================] - 0s 327us/step - loss: 0.1805 - accuracy: 0.9329 Epoch 441/500 255/255 [==============================] - 0s 333us/step - loss: 0.1806 - accuracy: 0.9325 Epoch 442/500 255/255 [==============================] - 0s 328us/step - loss: 0.1808 - accuracy: 0.9326 Epoch 443/500 255/255 [==============================] - 0s 328us/step - loss: 0.1801 - accuracy: 0.9321 Epoch 444/500 255/255 [==============================] - 0s 329us/step - loss: 0.1808 - accuracy: 0.9319 Epoch 445/500 255/255 [==============================] - 0s 329us/step - loss: 0.1805 - accuracy: 0.9329 Epoch 446/500 255/255 [==============================] - 0s 331us/step - loss: 0.1805 - accuracy: 0.9324 Epoch 447/500 255/255 [==============================] - 0s 329us/step - loss: 0.1804 - accuracy: 0.9329 Epoch 448/500 255/255 [==============================] - 0s 330us/step - loss: 0.1807 - accuracy: 0.9323 Epoch 449/500 255/255 [==============================] - 0s 333us/step - loss: 0.1805 - accuracy: 0.9321 Epoch 450/500 255/255 [==============================] - 0s 329us/step - loss: 0.1807 - accuracy: 0.9323 Epoch 451/500 255/255 [==============================] - 0s 333us/step - loss: 0.1804 - accuracy: 0.9328 Epoch 452/500 255/255 [==============================] - 0s 328us/step - loss: 0.1808 - accuracy: 0.9324 Epoch 453/500 255/255 [==============================] - 0s 326us/step - loss: 0.1807 - accuracy: 0.9324 Epoch 454/500 255/255 [==============================] - 0s 330us/step - loss: 0.1805 - accuracy: 0.9320 Epoch 455/500 255/255 [==============================] - 0s 325us/step - loss: 0.1801 - accuracy: 0.9317 Epoch 456/500 255/255 [==============================] - 0s 330us/step - loss: 0.1807 - accuracy: 0.9323 Epoch 457/500 255/255 [==============================] - 0s 326us/step - loss: 0.1805 - accuracy: 0.9319 Epoch 458/500 255/255 [==============================] - 0s 329us/step - loss: 0.1804 - accuracy: 0.9325 Epoch 459/500 255/255 [==============================] - 0s 329us/step - loss: 0.1806 - accuracy: 0.9328 Epoch 460/500 255/255 [==============================] - 0s 326us/step - loss: 0.1800 - accuracy: 0.9315 Epoch 461/500 255/255 [==============================] - 0s 329us/step - loss: 0.1805 - accuracy: 0.9326 Epoch 462/500 255/255 [==============================] - 0s 331us/step - loss: 0.1806 - accuracy: 0.9329 Epoch 463/500 255/255 [==============================] - 0s 328us/step - loss: 0.1805 - accuracy: 0.9319 Epoch 464/500 255/255 [==============================] - 0s 326us/step - loss: 0.1803 - accuracy: 0.9325 Epoch 465/500 255/255 [==============================] - 0s 327us/step - loss: 0.1804 - accuracy: 0.9321 Epoch 466/500 255/255 [==============================] - 0s 327us/step - loss: 0.1802 - accuracy: 0.9324 Epoch 467/500 255/255 [==============================] - 0s 329us/step - loss: 0.1799 - accuracy: 0.9320 Epoch 468/500 255/255 [==============================] - 0s 327us/step - loss: 0.1803 - accuracy: 0.9318 Epoch 469/500 255/255 [==============================] - 0s 326us/step - loss: 0.1806 - accuracy: 0.9324 Epoch 470/500 255/255 [==============================] - 0s 330us/step - loss: 0.1802 - accuracy: 0.9318 Epoch 471/500 255/255 [==============================] - 0s 328us/step - loss: 0.1801 - accuracy: 0.9324 Epoch 472/500 255/255 [==============================] - 0s 332us/step - loss: 0.1803 - accuracy: 0.9324 Epoch 473/500 255/255 [==============================] - 0s 326us/step - loss: 0.1802 - accuracy: 0.9324 Epoch 474/500 255/255 [==============================] - 0s 329us/step - loss: 0.1801 - accuracy: 0.9325 Epoch 475/500 255/255 [==============================] - 0s 328us/step - loss: 0.1804 - accuracy: 0.9323 Epoch 476/500 255/255 [==============================] - 0s 329us/step - loss: 0.1807 - accuracy: 0.9320 Epoch 477/500 255/255 [==============================] - 0s 329us/step - loss: 0.1802 - accuracy: 0.9324 Epoch 478/500 255/255 [==============================] - 0s 331us/step - loss: 0.1803 - accuracy: 0.9323 Epoch 479/500 255/255 [==============================] - 0s 337us/step - loss: 0.1801 - accuracy: 0.9326 Epoch 480/500 255/255 [==============================] - 0s 329us/step - loss: 0.1804 - accuracy: 0.9328 Epoch 481/500 255/255 [==============================] - 0s 330us/step - loss: 0.1798 - accuracy: 0.9319 Epoch 482/500 255/255 [==============================] - 0s 330us/step - loss: 0.1807 - accuracy: 0.9325 Epoch 483/500 255/255 [==============================] - 0s 334us/step - loss: 0.1799 - accuracy: 0.9321 Epoch 484/500 255/255 [==============================] - 0s 329us/step - loss: 0.1803 - accuracy: 0.9318 Epoch 485/500 255/255 [==============================] - 0s 328us/step - loss: 0.1801 - accuracy: 0.9319 Epoch 486/500 255/255 [==============================] - 0s 329us/step - loss: 0.1802 - accuracy: 0.9319 Epoch 487/500 255/255 [==============================] - 0s 344us/step - loss: 0.1802 - accuracy: 0.9315 Epoch 488/500 255/255 [==============================] - 0s 331us/step - loss: 0.1800 - accuracy: 0.9324 Epoch 489/500 255/255 [==============================] - 0s 328us/step - loss: 0.1802 - accuracy: 0.9319 Epoch 490/500 255/255 [==============================] - 0s 331us/step - loss: 0.1803 - accuracy: 0.9319 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1800 - accuracy: 0.9317 Epoch 492/500 255/255 [==============================] - 0s 332us/step - loss: 0.1798 - accuracy: 0.9314 Epoch 493/500 255/255 [==============================] - 0s 326us/step - loss: 0.1798 - accuracy: 0.9313 Epoch 494/500 255/255 [==============================] - 0s 331us/step - loss: 0.1800 - accuracy: 0.9315 Epoch 495/500 255/255 [==============================] - 0s 329us/step - loss: 0.1803 - accuracy: 0.9318 Epoch 496/500 255/255 [==============================] - 0s 328us/step - loss: 0.1796 - accuracy: 0.9319 Epoch 497/500 255/255 [==============================] - 0s 329us/step - loss: 0.1799 - accuracy: 0.9315 Epoch 498/500 255/255 [==============================] - 0s 331us/step - loss: 0.1797 - accuracy: 0.9321 Epoch 499/500 255/255 [==============================] - 0s 336us/step - loss: 0.1799 - accuracy: 0.9326 Epoch 500/500 255/255 [==============================] - 0s 326us/step - loss: 0.1796 - accuracy: 0.9320 29/29 [==============================] - 0s 304us/step Epoch 1/500 255/255 [==============================] - 0s 540us/step - loss: 0.5260 - accuracy: 0.9286 Epoch 2/500 255/255 [==============================] - 0s 341us/step - loss: 0.2095 - accuracy: 0.9305 Epoch 3/500 255/255 [==============================] - 0s 341us/step - loss: 0.2006 - accuracy: 0.9305 Epoch 4/500 255/255 [==============================] - 0s 333us/step - loss: 0.1985 - accuracy: 0.9305 Epoch 5/500 255/255 [==============================] - 0s 329us/step - loss: 0.1970 - accuracy: 0.9305 Epoch 6/500 255/255 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9305 Epoch 7/500 255/255 [==============================] - 0s 328us/step - loss: 0.1955 - accuracy: 0.9305 Epoch 8/500 255/255 [==============================] - 0s 328us/step - loss: 0.1949 - accuracy: 0.9305 Epoch 9/500 255/255 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9305 Epoch 10/500 255/255 [==============================] - 0s 326us/step - loss: 0.1941 - accuracy: 0.9305 Epoch 11/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 12/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 13/500 255/255 [==============================] - 0s 327us/step - loss: 0.1931 - accuracy: 0.9305 Epoch 14/500 255/255 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 15/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 16/500 255/255 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 17/500 255/255 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 18/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 19/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 20/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 21/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 22/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 23/500 255/255 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 24/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 25/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 26/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 27/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 28/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 29/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 30/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 31/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 32/500 255/255 [==============================] - 0s 348us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 33/500 255/255 [==============================] - 0s 356us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 34/500 255/255 [==============================] - 0s 375us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 35/500 255/255 [==============================] - 0s 372us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 36/500 255/255 [==============================] - 0s 369us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 37/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 38/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 39/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 40/500 255/255 [==============================] - 0s 337us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 41/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 42/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 43/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 44/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 45/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 46/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 47/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 48/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 49/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 50/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 51/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 52/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 53/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 54/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 55/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 56/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 57/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 58/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 59/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 60/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 61/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 62/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 63/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 64/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 65/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 66/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 67/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 68/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 69/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 70/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 71/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 72/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 73/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 74/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 75/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 76/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 77/500 255/255 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 78/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 79/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 80/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 81/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 82/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 83/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 84/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 85/500 255/255 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 86/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 87/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 88/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 89/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 90/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 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[==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 101/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 102/500 255/255 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 103/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 104/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 105/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 106/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 107/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 108/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 109/500 255/255 [==============================] - 0s 329us/step - 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[==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 120/500 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 121/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 122/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 124/500 255/255 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 125/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 126/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 127/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 128/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 129/500 255/255 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 130/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 131/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 132/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 133/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 134/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 135/500 255/255 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 136/500 255/255 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 137/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 138/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 139/500 255/255 [==============================] - 0s 326us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 140/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 141/500 255/255 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9314 Epoch 142/500 255/255 [==============================] - 0s 325us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 143/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 144/500 255/255 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 145/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 146/500 255/255 [==============================] - 0s 327us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 147/500 255/255 [==============================] - 0s 331us/step - 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[==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9315 Epoch 158/500 255/255 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 159/500 255/255 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9313 Epoch 160/500 255/255 [==============================] - 0s 332us/step - loss: 0.1880 - accuracy: 0.9315 Epoch 161/500 255/255 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9310 Epoch 162/500 255/255 [==============================] - 0s 334us/step - loss: 0.1876 - accuracy: 0.9309 Epoch 163/500 255/255 [==============================] - 0s 326us/step - loss: 0.1879 - accuracy: 0.9310 Epoch 164/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9315 Epoch 165/500 255/255 [==============================] - 0s 333us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 166/500 255/255 [==============================] - 0s 331us/step - 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[==============================] - 0s 328us/step - loss: 0.1873 - accuracy: 0.9312 Epoch 177/500 255/255 [==============================] - 0s 328us/step - loss: 0.1871 - accuracy: 0.9312 Epoch 178/500 255/255 [==============================] - 0s 326us/step - loss: 0.1871 - accuracy: 0.9312 Epoch 179/500 255/255 [==============================] - 0s 334us/step - loss: 0.1869 - accuracy: 0.9310 Epoch 180/500 255/255 [==============================] - 0s 332us/step - loss: 0.1870 - accuracy: 0.9312 Epoch 181/500 255/255 [==============================] - 0s 330us/step - loss: 0.1869 - accuracy: 0.9312 Epoch 182/500 255/255 [==============================] - 0s 330us/step - loss: 0.1871 - accuracy: 0.9312 Epoch 183/500 255/255 [==============================] - 0s 328us/step - loss: 0.1870 - accuracy: 0.9312 Epoch 184/500 255/255 [==============================] - 0s 330us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 185/500 255/255 [==============================] - 0s 330us/step - 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[==============================] - 0s 329us/step - loss: 0.1861 - accuracy: 0.9317 Epoch 196/500 255/255 [==============================] - 0s 329us/step - loss: 0.1862 - accuracy: 0.9310 Epoch 197/500 255/255 [==============================] - 0s 328us/step - loss: 0.1860 - accuracy: 0.9313 Epoch 198/500 255/255 [==============================] - 0s 331us/step - loss: 0.1860 - accuracy: 0.9309 Epoch 199/500 255/255 [==============================] - 0s 327us/step - loss: 0.1857 - accuracy: 0.9309 Epoch 200/500 255/255 [==============================] - 0s 329us/step - loss: 0.1856 - accuracy: 0.9312 Epoch 201/500 255/255 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9307 Epoch 202/500 255/255 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9308 Epoch 203/500 255/255 [==============================] - 0s 328us/step - loss: 0.1856 - accuracy: 0.9307 Epoch 204/500 255/255 [==============================] - 0s 331us/step - loss: 0.1856 - accuracy: 0.9314 Epoch 205/500 255/255 [==============================] - 0s 330us/step - loss: 0.1855 - accuracy: 0.9312 Epoch 206/500 255/255 [==============================] - 0s 329us/step - loss: 0.1856 - accuracy: 0.9310 Epoch 207/500 255/255 [==============================] - 0s 330us/step - loss: 0.1854 - accuracy: 0.9308 Epoch 208/500 255/255 [==============================] - 0s 333us/step - loss: 0.1855 - accuracy: 0.9310 Epoch 209/500 255/255 [==============================] - 0s 329us/step - loss: 0.1854 - accuracy: 0.9313 Epoch 210/500 255/255 [==============================] - 0s 325us/step - loss: 0.1855 - accuracy: 0.9309 Epoch 211/500 255/255 [==============================] - 0s 338us/step - loss: 0.1855 - accuracy: 0.9307 Epoch 212/500 255/255 [==============================] - 0s 337us/step - loss: 0.1854 - accuracy: 0.9309 Epoch 213/500 255/255 [==============================] - 0s 330us/step - loss: 0.1853 - accuracy: 0.9308 Epoch 214/500 255/255 [==============================] - 0s 326us/step - loss: 0.1851 - accuracy: 0.9314 Epoch 215/500 255/255 [==============================] - 0s 328us/step - loss: 0.1851 - accuracy: 0.9309 Epoch 216/500 255/255 [==============================] - 0s 327us/step - loss: 0.1849 - accuracy: 0.9310 Epoch 217/500 255/255 [==============================] - 0s 328us/step - loss: 0.1851 - accuracy: 0.9317 Epoch 218/500 255/255 [==============================] - 0s 329us/step - loss: 0.1850 - accuracy: 0.9314 Epoch 219/500 255/255 [==============================] - 0s 334us/step - loss: 0.1851 - accuracy: 0.9313 Epoch 220/500 255/255 [==============================] - 0s 364us/step - loss: 0.1850 - accuracy: 0.9312 Epoch 221/500 255/255 [==============================] - 0s 377us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 222/500 255/255 [==============================] - 0s 369us/step - loss: 0.1848 - accuracy: 0.9309 Epoch 223/500 255/255 [==============================] - 0s 363us/step - loss: 0.1851 - accuracy: 0.9309 Epoch 224/500 255/255 [==============================] - 0s 346us/step - loss: 0.1848 - accuracy: 0.9312 Epoch 225/500 255/255 [==============================] - 0s 336us/step - loss: 0.1850 - accuracy: 0.9312 Epoch 226/500 255/255 [==============================] - 0s 331us/step - loss: 0.1847 - accuracy: 0.9313 Epoch 227/500 255/255 [==============================] - 0s 329us/step - loss: 0.1849 - accuracy: 0.9310 Epoch 228/500 255/255 [==============================] - 0s 332us/step - loss: 0.1848 - accuracy: 0.9307 Epoch 229/500 255/255 [==============================] - 0s 328us/step - loss: 0.1847 - accuracy: 0.9310 Epoch 230/500 255/255 [==============================] - 0s 330us/step - loss: 0.1848 - accuracy: 0.9309 Epoch 231/500 255/255 [==============================] - 0s 331us/step - loss: 0.1849 - accuracy: 0.9313 Epoch 232/500 255/255 [==============================] - 0s 332us/step - loss: 0.1846 - accuracy: 0.9312 Epoch 233/500 255/255 [==============================] - 0s 328us/step - loss: 0.1846 - accuracy: 0.9310 Epoch 234/500 255/255 [==============================] - 0s 331us/step - loss: 0.1846 - accuracy: 0.9313 Epoch 235/500 255/255 [==============================] - 0s 333us/step - loss: 0.1844 - accuracy: 0.9309 Epoch 236/500 255/255 [==============================] - 0s 327us/step - loss: 0.1845 - accuracy: 0.9312 Epoch 237/500 255/255 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9313 Epoch 238/500 255/255 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9310 Epoch 239/500 255/255 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9309 Epoch 240/500 255/255 [==============================] - 0s 330us/step - loss: 0.1846 - accuracy: 0.9308 Epoch 241/500 255/255 [==============================] - 0s 329us/step - loss: 0.1845 - accuracy: 0.9310 Epoch 242/500 255/255 [==============================] - 0s 335us/step - loss: 0.1844 - accuracy: 0.9312 Epoch 243/500 255/255 [==============================] - 0s 333us/step - loss: 0.1846 - accuracy: 0.9313 Epoch 244/500 255/255 [==============================] - 0s 328us/step - loss: 0.1844 - accuracy: 0.9314 Epoch 245/500 255/255 [==============================] - 0s 327us/step - loss: 0.1844 - accuracy: 0.9313 Epoch 246/500 255/255 [==============================] - 0s 329us/step - loss: 0.1848 - accuracy: 0.9313 Epoch 247/500 255/255 [==============================] - 0s 330us/step - loss: 0.1843 - accuracy: 0.9308 Epoch 248/500 255/255 [==============================] - 0s 331us/step - loss: 0.1844 - accuracy: 0.9310 Epoch 249/500 255/255 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9310 Epoch 250/500 255/255 [==============================] - 0s 330us/step - loss: 0.1845 - accuracy: 0.9310 Epoch 251/500 255/255 [==============================] - 0s 333us/step - loss: 0.1842 - accuracy: 0.9310 Epoch 252/500 255/255 [==============================] - 0s 329us/step - loss: 0.1843 - accuracy: 0.9310 Epoch 253/500 255/255 [==============================] - 0s 327us/step - loss: 0.1842 - accuracy: 0.9317 Epoch 254/500 255/255 [==============================] - 0s 330us/step - loss: 0.1843 - accuracy: 0.9314 Epoch 255/500 255/255 [==============================] - 0s 328us/step - loss: 0.1841 - accuracy: 0.9313 Epoch 256/500 255/255 [==============================] - 0s 330us/step - loss: 0.1842 - accuracy: 0.9313 Epoch 257/500 255/255 [==============================] - 0s 332us/step - loss: 0.1844 - accuracy: 0.9313 Epoch 258/500 255/255 [==============================] - 0s 330us/step - loss: 0.1842 - accuracy: 0.9314 Epoch 259/500 255/255 [==============================] - 0s 333us/step - loss: 0.1843 - accuracy: 0.9314 Epoch 260/500 255/255 [==============================] - 0s 332us/step - loss: 0.1842 - accuracy: 0.9315 Epoch 261/500 255/255 [==============================] - 0s 329us/step - loss: 0.1842 - accuracy: 0.9314 Epoch 262/500 255/255 [==============================] - 0s 331us/step - loss: 0.1842 - accuracy: 0.9313 Epoch 263/500 255/255 [==============================] - 0s 330us/step - loss: 0.1840 - accuracy: 0.9310 Epoch 264/500 255/255 [==============================] - 0s 333us/step - loss: 0.1842 - accuracy: 0.9310 Epoch 265/500 255/255 [==============================] - 0s 330us/step - loss: 0.1841 - accuracy: 0.9315 Epoch 266/500 255/255 [==============================] - 0s 328us/step - loss: 0.1843 - accuracy: 0.9315 Epoch 267/500 255/255 [==============================] - 0s 331us/step - loss: 0.1839 - accuracy: 0.9313 Epoch 268/500 255/255 [==============================] - 0s 331us/step - loss: 0.1841 - accuracy: 0.9310 Epoch 269/500 255/255 [==============================] - 0s 329us/step - loss: 0.1839 - accuracy: 0.9317 Epoch 270/500 255/255 [==============================] - 0s 339us/step - loss: 0.1841 - accuracy: 0.9318 Epoch 271/500 255/255 [==============================] - 0s 328us/step - loss: 0.1838 - accuracy: 0.9315 Epoch 272/500 255/255 [==============================] - 0s 334us/step - loss: 0.1840 - accuracy: 0.9319 Epoch 273/500 255/255 [==============================] - 0s 330us/step - loss: 0.1841 - accuracy: 0.9317 Epoch 274/500 255/255 [==============================] - 0s 330us/step - loss: 0.1841 - accuracy: 0.9317 Epoch 275/500 255/255 [==============================] - 0s 330us/step - loss: 0.1838 - accuracy: 0.9315 Epoch 276/500 255/255 [==============================] - 0s 330us/step - loss: 0.1840 - accuracy: 0.9317 Epoch 277/500 255/255 [==============================] - 0s 332us/step - loss: 0.1840 - accuracy: 0.9314 Epoch 278/500 255/255 [==============================] - 0s 333us/step - loss: 0.1841 - accuracy: 0.9313 Epoch 279/500 255/255 [==============================] - 0s 329us/step - loss: 0.1839 - accuracy: 0.9312 Epoch 280/500 255/255 [==============================] - 0s 326us/step - loss: 0.1838 - accuracy: 0.9315 Epoch 281/500 255/255 [==============================] - 0s 334us/step - loss: 0.1838 - accuracy: 0.9317 Epoch 282/500 255/255 [==============================] - 0s 326us/step - loss: 0.1839 - accuracy: 0.9315 Epoch 283/500 255/255 [==============================] - 0s 326us/step - loss: 0.1841 - accuracy: 0.9317 Epoch 284/500 255/255 [==============================] - 0s 324us/step - loss: 0.1838 - accuracy: 0.9320 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1837 - accuracy: 0.9312 Epoch 286/500 255/255 [==============================] - 0s 329us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 287/500 255/255 [==============================] - 0s 330us/step - loss: 0.1838 - accuracy: 0.9312 Epoch 288/500 255/255 [==============================] - 0s 332us/step - loss: 0.1838 - accuracy: 0.9317 Epoch 289/500 255/255 [==============================] - 0s 330us/step - loss: 0.1838 - accuracy: 0.9312 Epoch 290/500 255/255 [==============================] - 0s 328us/step - loss: 0.1838 - accuracy: 0.9314 Epoch 291/500 255/255 [==============================] - 0s 326us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 292/500 255/255 [==============================] - 0s 331us/step - loss: 0.1839 - accuracy: 0.9317 Epoch 293/500 255/255 [==============================] - 0s 327us/step - loss: 0.1838 - accuracy: 0.9318 Epoch 294/500 255/255 [==============================] - 0s 330us/step - loss: 0.1840 - accuracy: 0.9319 Epoch 295/500 255/255 [==============================] - 0s 329us/step - loss: 0.1838 - accuracy: 0.9318 Epoch 296/500 255/255 [==============================] - 0s 330us/step - loss: 0.1839 - accuracy: 0.9315 Epoch 297/500 255/255 [==============================] - 0s 326us/step - loss: 0.1836 - accuracy: 0.9315 Epoch 298/500 255/255 [==============================] - 0s 329us/step - loss: 0.1838 - accuracy: 0.9314 Epoch 299/500 255/255 [==============================] - 0s 328us/step - loss: 0.1839 - accuracy: 0.9314 Epoch 300/500 255/255 [==============================] - 0s 328us/step - loss: 0.1836 - accuracy: 0.9319 Epoch 301/500 255/255 [==============================] - 0s 331us/step - loss: 0.1835 - accuracy: 0.9318 Epoch 302/500 255/255 [==============================] - 0s 329us/step - loss: 0.1836 - accuracy: 0.9319 Epoch 303/500 255/255 [==============================] - 0s 333us/step - loss: 0.1836 - accuracy: 0.9315 Epoch 304/500 255/255 [==============================] - 0s 326us/step - loss: 0.1837 - accuracy: 0.9314 Epoch 305/500 255/255 [==============================] - 0s 329us/step - loss: 0.1836 - accuracy: 0.9319 Epoch 306/500 255/255 [==============================] - 0s 334us/step - loss: 0.1836 - accuracy: 0.9318 Epoch 307/500 255/255 [==============================] - 0s 329us/step - loss: 0.1836 - accuracy: 0.9324 Epoch 308/500 255/255 [==============================] - 0s 330us/step - loss: 0.1835 - accuracy: 0.9319 Epoch 309/500 255/255 [==============================] - 0s 328us/step - loss: 0.1837 - accuracy: 0.9319 Epoch 310/500 255/255 [==============================] - 0s 332us/step - loss: 0.1835 - accuracy: 0.9315 Epoch 311/500 255/255 [==============================] - 0s 332us/step - loss: 0.1836 - accuracy: 0.9317 Epoch 312/500 255/255 [==============================] - 0s 331us/step - loss: 0.1836 - accuracy: 0.9309 Epoch 313/500 255/255 [==============================] - 0s 327us/step - loss: 0.1836 - accuracy: 0.9320 Epoch 314/500 255/255 [==============================] - 0s 329us/step - loss: 0.1834 - accuracy: 0.9318 Epoch 315/500 255/255 [==============================] - 0s 331us/step - loss: 0.1833 - accuracy: 0.9318 Epoch 316/500 255/255 [==============================] - 0s 332us/step - loss: 0.1835 - accuracy: 0.9319 Epoch 317/500 255/255 [==============================] - 0s 331us/step - loss: 0.1835 - accuracy: 0.9317 Epoch 318/500 255/255 [==============================] - 0s 331us/step - loss: 0.1833 - accuracy: 0.9317 Epoch 319/500 255/255 [==============================] - 0s 333us/step - loss: 0.1834 - accuracy: 0.9317 Epoch 320/500 255/255 [==============================] - 0s 330us/step - loss: 0.1834 - accuracy: 0.9315 Epoch 321/500 255/255 [==============================] - 0s 326us/step - loss: 0.1835 - accuracy: 0.9318 Epoch 322/500 255/255 [==============================] - 0s 330us/step - loss: 0.1836 - accuracy: 0.9320 Epoch 323/500 255/255 [==============================] - 0s 329us/step - loss: 0.1833 - accuracy: 0.9321 Epoch 324/500 255/255 [==============================] - 0s 331us/step - loss: 0.1836 - accuracy: 0.9320 Epoch 325/500 255/255 [==============================] - 0s 333us/step - loss: 0.1833 - accuracy: 0.9321 Epoch 326/500 255/255 [==============================] - 0s 330us/step - loss: 0.1832 - accuracy: 0.9321 Epoch 327/500 255/255 [==============================] - 0s 329us/step - loss: 0.1835 - accuracy: 0.9314 Epoch 328/500 255/255 [==============================] - 0s 333us/step - loss: 0.1832 - accuracy: 0.9317 Epoch 329/500 255/255 [==============================] - 0s 338us/step - loss: 0.1833 - accuracy: 0.9319 Epoch 330/500 255/255 [==============================] - 0s 328us/step - loss: 0.1833 - accuracy: 0.9323 Epoch 331/500 255/255 [==============================] - 0s 327us/step - loss: 0.1832 - accuracy: 0.9317 Epoch 332/500 255/255 [==============================] - 0s 332us/step - loss: 0.1833 - accuracy: 0.9321 Epoch 333/500 255/255 [==============================] - 0s 331us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 334/500 255/255 [==============================] - 0s 332us/step - loss: 0.1834 - accuracy: 0.9321 Epoch 335/500 255/255 [==============================] - 0s 330us/step - loss: 0.1834 - accuracy: 0.9315 Epoch 336/500 255/255 [==============================] - 0s 329us/step - loss: 0.1831 - accuracy: 0.9318 Epoch 337/500 255/255 [==============================] - 0s 332us/step - loss: 0.1837 - accuracy: 0.9314 Epoch 338/500 255/255 [==============================] - 0s 329us/step - loss: 0.1832 - accuracy: 0.9318 Epoch 339/500 255/255 [==============================] - 0s 329us/step - loss: 0.1833 - accuracy: 0.9324 Epoch 340/500 255/255 [==============================] - 0s 327us/step - loss: 0.1832 - accuracy: 0.9318 Epoch 341/500 255/255 [==============================] - 0s 327us/step - loss: 0.1828 - accuracy: 0.9317 Epoch 342/500 255/255 [==============================] - 0s 332us/step - loss: 0.1833 - accuracy: 0.9324 Epoch 343/500 255/255 [==============================] - 0s 327us/step - loss: 0.1830 - accuracy: 0.9321 Epoch 344/500 255/255 [==============================] - 0s 331us/step - loss: 0.1833 - accuracy: 0.9319 Epoch 345/500 255/255 [==============================] - 0s 327us/step - loss: 0.1833 - accuracy: 0.9320 Epoch 346/500 255/255 [==============================] - 0s 332us/step - loss: 0.1831 - accuracy: 0.9320 Epoch 347/500 255/255 [==============================] - 0s 330us/step - loss: 0.1831 - accuracy: 0.9320 Epoch 348/500 255/255 [==============================] - 0s 331us/step - loss: 0.1831 - accuracy: 0.9321 Epoch 349/500 255/255 [==============================] - 0s 330us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 350/500 255/255 [==============================] - 0s 331us/step - loss: 0.1831 - accuracy: 0.9323 Epoch 351/500 255/255 [==============================] - 0s 329us/step - loss: 0.1833 - accuracy: 0.9324 Epoch 352/500 255/255 [==============================] - 0s 325us/step - loss: 0.1832 - accuracy: 0.9324 Epoch 353/500 255/255 [==============================] - 0s 335us/step - loss: 0.1831 - accuracy: 0.9320 Epoch 354/500 255/255 [==============================] - 0s 332us/step - loss: 0.1833 - accuracy: 0.9319 Epoch 355/500 255/255 [==============================] - 0s 330us/step - loss: 0.1829 - accuracy: 0.9320 Epoch 356/500 255/255 [==============================] - 0s 331us/step - loss: 0.1830 - accuracy: 0.9326 Epoch 357/500 255/255 [==============================] - 0s 331us/step - loss: 0.1831 - accuracy: 0.9318 Epoch 358/500 255/255 [==============================] - 0s 328us/step - loss: 0.1829 - accuracy: 0.9324 Epoch 359/500 255/255 [==============================] - 0s 329us/step - loss: 0.1831 - accuracy: 0.9318 Epoch 360/500 255/255 [==============================] - 0s 330us/step - loss: 0.1829 - accuracy: 0.9321 Epoch 361/500 255/255 [==============================] - 0s 334us/step - loss: 0.1831 - accuracy: 0.9321 Epoch 362/500 255/255 [==============================] - 0s 330us/step - loss: 0.1828 - accuracy: 0.9320 Epoch 363/500 255/255 [==============================] - 0s 328us/step - loss: 0.1831 - accuracy: 0.9319 Epoch 364/500 255/255 [==============================] - 0s 331us/step - loss: 0.1832 - accuracy: 0.9319 Epoch 365/500 255/255 [==============================] - 0s 329us/step - loss: 0.1829 - accuracy: 0.9321 Epoch 366/500 255/255 [==============================] - 0s 329us/step - loss: 0.1830 - accuracy: 0.9325 Epoch 367/500 255/255 [==============================] - 0s 331us/step - loss: 0.1827 - accuracy: 0.9323 Epoch 368/500 255/255 [==============================] - 0s 327us/step - loss: 0.1829 - accuracy: 0.9323 Epoch 369/500 255/255 [==============================] - 0s 329us/step - loss: 0.1828 - accuracy: 0.9318 Epoch 370/500 255/255 [==============================] - 0s 330us/step - loss: 0.1829 - accuracy: 0.9320 Epoch 371/500 255/255 [==============================] - 0s 328us/step - loss: 0.1828 - accuracy: 0.9318 Epoch 372/500 255/255 [==============================] - 0s 333us/step - loss: 0.1827 - accuracy: 0.9323 Epoch 373/500 255/255 [==============================] - 0s 329us/step - loss: 0.1829 - accuracy: 0.9320 Epoch 374/500 255/255 [==============================] - 0s 326us/step - loss: 0.1828 - accuracy: 0.9318 Epoch 375/500 255/255 [==============================] - 0s 326us/step - loss: 0.1827 - accuracy: 0.9320 Epoch 376/500 255/255 [==============================] - 0s 327us/step - loss: 0.1824 - accuracy: 0.9323 Epoch 377/500 255/255 [==============================] - 0s 329us/step - loss: 0.1826 - accuracy: 0.9315 Epoch 378/500 255/255 [==============================] - 0s 331us/step - loss: 0.1826 - accuracy: 0.9321 Epoch 379/500 255/255 [==============================] - 0s 333us/step - loss: 0.1823 - accuracy: 0.9319 Epoch 380/500 255/255 [==============================] - 0s 332us/step - loss: 0.1826 - accuracy: 0.9319 Epoch 381/500 255/255 [==============================] - 0s 329us/step - loss: 0.1827 - accuracy: 0.9317 Epoch 382/500 255/255 [==============================] - 0s 332us/step - loss: 0.1824 - accuracy: 0.9318 Epoch 383/500 255/255 [==============================] - 0s 330us/step - loss: 0.1825 - accuracy: 0.9320 Epoch 384/500 255/255 [==============================] - 0s 330us/step - loss: 0.1825 - accuracy: 0.9318 Epoch 385/500 255/255 [==============================] - 0s 330us/step - loss: 0.1822 - accuracy: 0.9321 Epoch 386/500 255/255 [==============================] - 0s 331us/step - loss: 0.1824 - accuracy: 0.9318 Epoch 387/500 255/255 [==============================] - 0s 325us/step - loss: 0.1828 - accuracy: 0.9320 Epoch 388/500 255/255 [==============================] - 0s 334us/step - loss: 0.1827 - accuracy: 0.9318 Epoch 389/500 255/255 [==============================] - 0s 331us/step - loss: 0.1824 - accuracy: 0.9319 Epoch 390/500 255/255 [==============================] - 0s 326us/step - loss: 0.1822 - accuracy: 0.9324 Epoch 391/500 255/255 [==============================] - 0s 332us/step - loss: 0.1823 - accuracy: 0.9325 Epoch 392/500 255/255 [==============================] - 0s 333us/step - loss: 0.1830 - accuracy: 0.9319 Epoch 393/500 255/255 [==============================] - 0s 331us/step - loss: 0.1822 - accuracy: 0.9317 Epoch 394/500 255/255 [==============================] - 0s 329us/step - loss: 0.1824 - accuracy: 0.9323 Epoch 395/500 255/255 [==============================] - 0s 331us/step - loss: 0.1824 - accuracy: 0.9325 Epoch 396/500 255/255 [==============================] - 0s 329us/step - loss: 0.1821 - accuracy: 0.9318 Epoch 397/500 255/255 [==============================] - 0s 326us/step - loss: 0.1823 - accuracy: 0.9321 Epoch 398/500 255/255 [==============================] - 0s 332us/step - loss: 0.1824 - accuracy: 0.9317 Epoch 399/500 255/255 [==============================] - 0s 328us/step - loss: 0.1822 - accuracy: 0.9326 Epoch 400/500 255/255 [==============================] - 0s 332us/step - loss: 0.1824 - accuracy: 0.9324 Epoch 401/500 255/255 [==============================] - 0s 336us/step - loss: 0.1823 - accuracy: 0.9319 Epoch 402/500 255/255 [==============================] - 0s 329us/step - loss: 0.1820 - accuracy: 0.9320 Epoch 403/500 255/255 [==============================] - 0s 327us/step - loss: 0.1822 - accuracy: 0.9320 Epoch 404/500 255/255 [==============================] - 0s 329us/step - loss: 0.1825 - accuracy: 0.9318 Epoch 405/500 255/255 [==============================] - 0s 330us/step - loss: 0.1822 - accuracy: 0.9323 Epoch 406/500 255/255 [==============================] - 0s 328us/step - loss: 0.1821 - accuracy: 0.9323 Epoch 407/500 255/255 [==============================] - 0s 353us/step - loss: 0.1822 - accuracy: 0.9323 Epoch 408/500 255/255 [==============================] - 0s 363us/step - loss: 0.1825 - accuracy: 0.9324 Epoch 409/500 255/255 [==============================] - 0s 378us/step - loss: 0.1822 - accuracy: 0.9321 Epoch 410/500 255/255 [==============================] - 0s 374us/step - loss: 0.1820 - accuracy: 0.9326 Epoch 411/500 255/255 [==============================] - 0s 368us/step - loss: 0.1823 - accuracy: 0.9325 Epoch 412/500 255/255 [==============================] - 0s 337us/step - loss: 0.1819 - accuracy: 0.9325 Epoch 413/500 255/255 [==============================] - 0s 335us/step - loss: 0.1822 - accuracy: 0.9321 Epoch 414/500 255/255 [==============================] - 0s 332us/step - loss: 0.1822 - accuracy: 0.9321 Epoch 415/500 255/255 [==============================] - 0s 330us/step - loss: 0.1820 - accuracy: 0.9324 Epoch 416/500 255/255 [==============================] - 0s 329us/step - loss: 0.1821 - accuracy: 0.9321 Epoch 417/500 255/255 [==============================] - 0s 331us/step - loss: 0.1822 - accuracy: 0.9323 Epoch 418/500 255/255 [==============================] - 0s 330us/step - loss: 0.1823 - accuracy: 0.9318 Epoch 419/500 255/255 [==============================] - 0s 332us/step - loss: 0.1820 - accuracy: 0.9328 Epoch 420/500 255/255 [==============================] - 0s 329us/step - loss: 0.1820 - accuracy: 0.9319 Epoch 421/500 255/255 [==============================] - 0s 328us/step - loss: 0.1820 - accuracy: 0.9323 Epoch 422/500 255/255 [==============================] - 0s 330us/step - loss: 0.1820 - accuracy: 0.9326 Epoch 423/500 255/255 [==============================] - 0s 329us/step - loss: 0.1822 - accuracy: 0.9323 Epoch 424/500 255/255 [==============================] - 0s 333us/step - loss: 0.1820 - accuracy: 0.9321 Epoch 425/500 255/255 [==============================] - 0s 329us/step - loss: 0.1822 - accuracy: 0.9325 Epoch 426/500 255/255 [==============================] - 0s 331us/step - loss: 0.1818 - accuracy: 0.9323 Epoch 427/500 255/255 [==============================] - 0s 328us/step - loss: 0.1821 - accuracy: 0.9323 Epoch 428/500 255/255 [==============================] - 0s 334us/step - loss: 0.1819 - accuracy: 0.9326 Epoch 429/500 255/255 [==============================] - 0s 332us/step - loss: 0.1819 - accuracy: 0.9324 Epoch 430/500 255/255 [==============================] - 0s 334us/step - loss: 0.1820 - accuracy: 0.9318 Epoch 431/500 255/255 [==============================] - 0s 329us/step - loss: 0.1819 - accuracy: 0.9320 Epoch 432/500 255/255 [==============================] - 0s 329us/step - loss: 0.1823 - accuracy: 0.9329 Epoch 433/500 255/255 [==============================] - 0s 328us/step - loss: 0.1821 - accuracy: 0.9328 Epoch 434/500 255/255 [==============================] - 0s 331us/step - loss: 0.1820 - accuracy: 0.9333 Epoch 435/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9326 Epoch 436/500 255/255 [==============================] - 0s 330us/step - loss: 0.1819 - accuracy: 0.9324 Epoch 437/500 255/255 [==============================] - 0s 330us/step - loss: 0.1819 - accuracy: 0.9324 Epoch 438/500 255/255 [==============================] - 0s 327us/step - loss: 0.1820 - accuracy: 0.9326 Epoch 439/500 255/255 [==============================] - 0s 328us/step - loss: 0.1818 - accuracy: 0.9329 Epoch 440/500 255/255 [==============================] - 0s 326us/step - loss: 0.1819 - accuracy: 0.9319 Epoch 441/500 255/255 [==============================] - 0s 328us/step - loss: 0.1818 - accuracy: 0.9324 Epoch 442/500 255/255 [==============================] - 0s 328us/step - loss: 0.1817 - accuracy: 0.9325 Epoch 443/500 255/255 [==============================] - 0s 330us/step - loss: 0.1819 - accuracy: 0.9326 Epoch 444/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9320 Epoch 445/500 255/255 [==============================] - 0s 335us/step - loss: 0.1819 - accuracy: 0.9317 Epoch 446/500 255/255 [==============================] - 0s 334us/step - loss: 0.1818 - accuracy: 0.9323 Epoch 447/500 255/255 [==============================] - 0s 336us/step - loss: 0.1820 - accuracy: 0.9325 Epoch 448/500 255/255 [==============================] - 0s 331us/step - loss: 0.1818 - accuracy: 0.9326 Epoch 449/500 255/255 [==============================] - 0s 330us/step - loss: 0.1820 - accuracy: 0.9321 Epoch 450/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9325 Epoch 451/500 255/255 [==============================] - 0s 327us/step - loss: 0.1818 - accuracy: 0.9325 Epoch 452/500 255/255 [==============================] - 0s 330us/step - loss: 0.1819 - accuracy: 0.9331 Epoch 453/500 255/255 [==============================] - 0s 329us/step - loss: 0.1817 - accuracy: 0.9326 Epoch 454/500 255/255 [==============================] - 0s 328us/step - loss: 0.1818 - accuracy: 0.9328 Epoch 455/500 255/255 [==============================] - 0s 331us/step - loss: 0.1817 - accuracy: 0.9321 Epoch 456/500 255/255 [==============================] - 0s 333us/step - loss: 0.1817 - accuracy: 0.9324 Epoch 457/500 255/255 [==============================] - 0s 329us/step - loss: 0.1818 - accuracy: 0.9323 Epoch 458/500 255/255 [==============================] - 0s 329us/step - loss: 0.1819 - accuracy: 0.9329 Epoch 459/500 255/255 [==============================] - 0s 330us/step - loss: 0.1819 - accuracy: 0.9323 Epoch 460/500 255/255 [==============================] - 0s 328us/step - loss: 0.1817 - accuracy: 0.9325 Epoch 461/500 255/255 [==============================] - 0s 330us/step - loss: 0.1816 - accuracy: 0.9324 Epoch 462/500 255/255 [==============================] - 0s 330us/step - loss: 0.1818 - accuracy: 0.9323 Epoch 463/500 255/255 [==============================] - 0s 330us/step - loss: 0.1820 - accuracy: 0.9324 Epoch 464/500 255/255 [==============================] - 0s 326us/step - loss: 0.1816 - accuracy: 0.9328 Epoch 465/500 255/255 [==============================] - 0s 327us/step - loss: 0.1819 - accuracy: 0.9323 Epoch 466/500 255/255 [==============================] - 0s 330us/step - loss: 0.1817 - accuracy: 0.9323 Epoch 467/500 255/255 [==============================] - 0s 329us/step - loss: 0.1817 - accuracy: 0.9320 Epoch 468/500 255/255 [==============================] - 0s 328us/step - loss: 0.1817 - accuracy: 0.9325 Epoch 469/500 255/255 [==============================] - 0s 333us/step - loss: 0.1817 - accuracy: 0.9323 Epoch 470/500 255/255 [==============================] - 0s 329us/step - loss: 0.1817 - accuracy: 0.9328 Epoch 471/500 255/255 [==============================] - 0s 329us/step - loss: 0.1816 - accuracy: 0.9326 Epoch 472/500 255/255 [==============================] - 0s 331us/step - loss: 0.1816 - accuracy: 0.9331 Epoch 473/500 255/255 [==============================] - 0s 329us/step - loss: 0.1814 - accuracy: 0.9329 Epoch 474/500 255/255 [==============================] - 0s 329us/step - loss: 0.1817 - accuracy: 0.9326 Epoch 475/500 255/255 [==============================] - 0s 327us/step - loss: 0.1815 - accuracy: 0.9323 Epoch 476/500 255/255 [==============================] - 0s 329us/step - loss: 0.1817 - accuracy: 0.9326 Epoch 477/500 255/255 [==============================] - 0s 330us/step - loss: 0.1816 - accuracy: 0.9319 Epoch 478/500 255/255 [==============================] - 0s 329us/step - loss: 0.1818 - accuracy: 0.9326 Epoch 479/500 255/255 [==============================] - 0s 331us/step - loss: 0.1817 - accuracy: 0.9324 Epoch 480/500 255/255 [==============================] - 0s 331us/step - loss: 0.1816 - accuracy: 0.9321 Epoch 481/500 255/255 [==============================] - 0s 328us/step - loss: 0.1817 - accuracy: 0.9329 Epoch 482/500 255/255 [==============================] - 0s 326us/step - loss: 0.1816 - accuracy: 0.9324 Epoch 483/500 255/255 [==============================] - 0s 326us/step - loss: 0.1817 - accuracy: 0.9324 Epoch 484/500 255/255 [==============================] - 0s 328us/step - loss: 0.1816 - accuracy: 0.9326 Epoch 485/500 255/255 [==============================] - 0s 332us/step - loss: 0.1816 - accuracy: 0.9324 Epoch 486/500 255/255 [==============================] - 0s 329us/step - loss: 0.1817 - accuracy: 0.9329 Epoch 487/500 255/255 [==============================] - 0s 331us/step - loss: 0.1817 - accuracy: 0.9324 Epoch 488/500 255/255 [==============================] - 0s 331us/step - loss: 0.1816 - accuracy: 0.9328 Epoch 489/500 255/255 [==============================] - 0s 328us/step - loss: 0.1817 - accuracy: 0.9324 Epoch 490/500 255/255 [==============================] - 0s 332us/step - loss: 0.1815 - accuracy: 0.9324 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1814 - accuracy: 0.9329 Epoch 492/500 255/255 [==============================] - 0s 330us/step - loss: 0.1812 - accuracy: 0.9329 Epoch 493/500 255/255 [==============================] - 0s 329us/step - loss: 0.1819 - accuracy: 0.9325 Epoch 494/500 255/255 [==============================] - 0s 335us/step - loss: 0.1815 - accuracy: 0.9331 Epoch 495/500 255/255 [==============================] - 0s 330us/step - loss: 0.1815 - accuracy: 0.9325 Epoch 496/500 255/255 [==============================] - 0s 329us/step - loss: 0.1816 - accuracy: 0.9321 Epoch 497/500 255/255 [==============================] - 0s 328us/step - loss: 0.1815 - accuracy: 0.9324 Epoch 498/500 255/255 [==============================] - 0s 335us/step - loss: 0.1816 - accuracy: 0.9330 Epoch 499/500 255/255 [==============================] - 0s 326us/step - loss: 0.1816 - accuracy: 0.9329 Epoch 500/500 255/255 [==============================] - 0s 331us/step - loss: 0.1814 - accuracy: 0.9328 29/29 [==============================] - 0s 305us/step Epoch 1/500 255/255 [==============================] - 0s 378us/step - loss: 0.4407 - accuracy: 0.9297 Epoch 2/500 255/255 [==============================] - 0s 334us/step - loss: 0.2094 - accuracy: 0.9301 Epoch 3/500 255/255 [==============================] - 0s 416us/step - loss: 0.2022 - accuracy: 0.9301 Epoch 4/500 255/255 [==============================] - 0s 342us/step - loss: 0.1989 - accuracy: 0.9301 Epoch 5/500 255/255 [==============================] - 0s 329us/step - loss: 0.1970 - accuracy: 0.9301 Epoch 6/500 255/255 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 7/500 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 8/500 255/255 [==============================] - 0s 330us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 9/500 255/255 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 10/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 11/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 12/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 13/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9301 Epoch 14/500 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 15/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 16/500 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 17/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 18/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 19/500 255/255 [==============================] - 0s 326us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 20/500 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 21/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 22/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 23/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 24/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 25/500 255/255 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 26/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 27/500 255/255 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 28/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 29/500 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 30/500 255/255 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 31/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 32/500 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 33/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 34/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 35/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 36/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 37/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 38/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 39/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 40/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9299 Epoch 41/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 42/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 43/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 44/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 45/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9304 Epoch 46/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 47/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 48/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 49/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 50/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 51/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 52/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 53/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 54/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 55/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 56/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 57/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 58/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 59/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 60/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 61/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 62/500 255/255 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 63/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9313 Epoch 64/500 255/255 [==============================] - 0s 339us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 65/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 66/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 67/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 68/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 69/500 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 70/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9320 Epoch 71/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 72/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 73/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 74/500 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 75/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 76/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 77/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9319 Epoch 78/500 255/255 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 79/500 255/255 [==============================] - 0s 336us/step - loss: 0.1885 - accuracy: 0.9321 Epoch 80/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9315 Epoch 81/500 255/255 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9312 Epoch 82/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 83/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9314 Epoch 84/500 255/255 [==============================] - 0s 327us/step - loss: 0.1885 - accuracy: 0.9319 Epoch 85/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 86/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9315 Epoch 87/500 255/255 [==============================] - 0s 334us/step - loss: 0.1881 - accuracy: 0.9314 Epoch 88/500 255/255 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9315 Epoch 89/500 255/255 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9312 Epoch 90/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 91/500 255/255 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9315 Epoch 92/500 255/255 [==============================] - 0s 354us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 93/500 255/255 [==============================] - 0s 367us/step - loss: 0.1880 - accuracy: 0.9315 Epoch 94/500 255/255 [==============================] - 0s 378us/step - loss: 0.1881 - accuracy: 0.9309 Epoch 95/500 255/255 [==============================] - 0s 373us/step - loss: 0.1878 - accuracy: 0.9319 Epoch 96/500 255/255 [==============================] - 0s 360us/step - loss: 0.1879 - accuracy: 0.9318 Epoch 97/500 255/255 [==============================] - 0s 334us/step - loss: 0.1878 - accuracy: 0.9319 Epoch 98/500 255/255 [==============================] - 0s 334us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 99/500 255/255 [==============================] - 0s 335us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 100/500 255/255 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9310 Epoch 101/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9312 Epoch 102/500 255/255 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9312 Epoch 103/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9318 Epoch 104/500 255/255 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9310 Epoch 105/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9308 Epoch 106/500 255/255 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9309 Epoch 107/500 255/255 [==============================] - 0s 335us/step - loss: 0.1877 - accuracy: 0.9313 Epoch 108/500 255/255 [==============================] - 0s 332us/step - loss: 0.1878 - accuracy: 0.9313 Epoch 109/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9310 Epoch 110/500 255/255 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9317 Epoch 111/500 255/255 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9312 Epoch 112/500 255/255 [==============================] - 0s 327us/step - loss: 0.1873 - accuracy: 0.9309 Epoch 113/500 255/255 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9314 Epoch 114/500 255/255 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9315 Epoch 115/500 255/255 [==============================] - 0s 332us/step - loss: 0.1874 - accuracy: 0.9314 Epoch 116/500 255/255 [==============================] - 0s 326us/step - loss: 0.1871 - accuracy: 0.9315 Epoch 117/500 255/255 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9321 Epoch 118/500 255/255 [==============================] - 0s 333us/step - loss: 0.1871 - accuracy: 0.9310 Epoch 119/500 255/255 [==============================] - 0s 329us/step - loss: 0.1871 - accuracy: 0.9323 Epoch 120/500 255/255 [==============================] - 0s 336us/step - loss: 0.1874 - accuracy: 0.9313 Epoch 121/500 255/255 [==============================] - 0s 334us/step - loss: 0.1869 - accuracy: 0.9318 Epoch 122/500 255/255 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9317 Epoch 123/500 255/255 [==============================] - 0s 331us/step - loss: 0.1874 - accuracy: 0.9319 Epoch 124/500 255/255 [==============================] - 0s 329us/step - loss: 0.1871 - accuracy: 0.9315 Epoch 125/500 255/255 [==============================] - 0s 331us/step - loss: 0.1873 - accuracy: 0.9313 Epoch 126/500 255/255 [==============================] - 0s 325us/step - loss: 0.1871 - accuracy: 0.9320 Epoch 127/500 255/255 [==============================] - 0s 328us/step - loss: 0.1870 - accuracy: 0.9314 Epoch 128/500 255/255 [==============================] - 0s 327us/step - loss: 0.1872 - accuracy: 0.9315 Epoch 129/500 255/255 [==============================] - 0s 331us/step - loss: 0.1869 - accuracy: 0.9314 Epoch 130/500 255/255 [==============================] - 0s 333us/step - loss: 0.1871 - accuracy: 0.9313 Epoch 131/500 255/255 [==============================] - 0s 331us/step - loss: 0.1871 - accuracy: 0.9323 Epoch 132/500 255/255 [==============================] - 0s 332us/step - loss: 0.1869 - accuracy: 0.9312 Epoch 133/500 255/255 [==============================] - 0s 330us/step - loss: 0.1868 - accuracy: 0.9312 Epoch 134/500 255/255 [==============================] - 0s 331us/step - loss: 0.1870 - accuracy: 0.9317 Epoch 135/500 255/255 [==============================] - 0s 331us/step - loss: 0.1867 - accuracy: 0.9318 Epoch 136/500 255/255 [==============================] - 0s 328us/step - loss: 0.1871 - accuracy: 0.9317 Epoch 137/500 255/255 [==============================] - 0s 332us/step - loss: 0.1870 - accuracy: 0.9317 Epoch 138/500 255/255 [==============================] - 0s 331us/step - loss: 0.1868 - accuracy: 0.9314 Epoch 139/500 255/255 [==============================] - 0s 330us/step - loss: 0.1870 - accuracy: 0.9320 Epoch 140/500 255/255 [==============================] - 0s 332us/step - loss: 0.1867 - accuracy: 0.9314 Epoch 141/500 255/255 [==============================] - 0s 329us/step - loss: 0.1867 - accuracy: 0.9319 Epoch 142/500 255/255 [==============================] - 0s 330us/step - loss: 0.1867 - accuracy: 0.9315 Epoch 143/500 255/255 [==============================] - 0s 329us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 144/500 255/255 [==============================] - 0s 333us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 145/500 255/255 [==============================] - 0s 329us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 146/500 255/255 [==============================] - 0s 330us/step - loss: 0.1868 - accuracy: 0.9318 Epoch 147/500 255/255 [==============================] - 0s 333us/step - loss: 0.1867 - accuracy: 0.9313 Epoch 148/500 255/255 [==============================] - 0s 328us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 149/500 255/255 [==============================] - 0s 331us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 150/500 255/255 [==============================] - 0s 330us/step - loss: 0.1866 - accuracy: 0.9317 Epoch 151/500 255/255 [==============================] - 0s 332us/step - loss: 0.1865 - accuracy: 0.9318 Epoch 152/500 255/255 [==============================] - 0s 329us/step - loss: 0.1865 - accuracy: 0.9314 Epoch 153/500 255/255 [==============================] - 0s 327us/step - loss: 0.1865 - accuracy: 0.9318 Epoch 154/500 255/255 [==============================] - 0s 331us/step - loss: 0.1867 - accuracy: 0.9317 Epoch 155/500 255/255 [==============================] - 0s 338us/step - loss: 0.1867 - accuracy: 0.9318 Epoch 156/500 255/255 [==============================] - 0s 333us/step - loss: 0.1866 - accuracy: 0.9315 Epoch 157/500 255/255 [==============================] - 0s 328us/step - loss: 0.1867 - accuracy: 0.9310 Epoch 158/500 255/255 [==============================] - 0s 331us/step - loss: 0.1866 - accuracy: 0.9312 Epoch 159/500 255/255 [==============================] - 0s 334us/step - loss: 0.1866 - accuracy: 0.9313 Epoch 160/500 255/255 [==============================] - 0s 334us/step - loss: 0.1865 - accuracy: 0.9317 Epoch 161/500 255/255 [==============================] - 0s 336us/step - loss: 0.1864 - accuracy: 0.9313 Epoch 162/500 255/255 [==============================] - 0s 331us/step - loss: 0.1865 - accuracy: 0.9320 Epoch 163/500 255/255 [==============================] - 0s 329us/step - loss: 0.1863 - accuracy: 0.9318 Epoch 164/500 255/255 [==============================] - 0s 328us/step - loss: 0.1863 - accuracy: 0.9314 Epoch 165/500 255/255 [==============================] - 0s 328us/step - loss: 0.1864 - accuracy: 0.9314 Epoch 166/500 255/255 [==============================] - 0s 332us/step - loss: 0.1866 - accuracy: 0.9320 Epoch 167/500 255/255 [==============================] - 0s 332us/step - loss: 0.1863 - accuracy: 0.9310 Epoch 168/500 255/255 [==============================] - 0s 333us/step - loss: 0.1863 - accuracy: 0.9321 Epoch 169/500 255/255 [==============================] - 0s 329us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 170/500 255/255 [==============================] - 0s 332us/step - loss: 0.1866 - accuracy: 0.9314 Epoch 171/500 255/255 [==============================] - 0s 328us/step - loss: 0.1864 - accuracy: 0.9319 Epoch 172/500 255/255 [==============================] - 0s 330us/step - loss: 0.1864 - accuracy: 0.9321 Epoch 173/500 255/255 [==============================] - 0s 329us/step - loss: 0.1863 - accuracy: 0.9317 Epoch 174/500 255/255 [==============================] - 0s 335us/step - loss: 0.1862 - accuracy: 0.9314 Epoch 175/500 255/255 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9313 Epoch 176/500 255/255 [==============================] - 0s 327us/step - loss: 0.1862 - accuracy: 0.9313 Epoch 177/500 255/255 [==============================] - 0s 326us/step - loss: 0.1862 - accuracy: 0.9318 Epoch 178/500 255/255 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9315 Epoch 179/500 255/255 [==============================] - 0s 346us/step - loss: 0.1863 - accuracy: 0.9318 Epoch 180/500 255/255 [==============================] - 0s 331us/step - loss: 0.1863 - accuracy: 0.9314 Epoch 181/500 255/255 [==============================] - 0s 408us/step - loss: 0.1861 - accuracy: 0.9314 Epoch 182/500 255/255 [==============================] - 0s 554us/step - loss: 0.1861 - accuracy: 0.9314 Epoch 183/500 255/255 [==============================] - 0s 345us/step - loss: 0.1861 - accuracy: 0.9313 Epoch 184/500 255/255 [==============================] - 0s 336us/step - loss: 0.1861 - accuracy: 0.9321 Epoch 185/500 255/255 [==============================] - 0s 337us/step - loss: 0.1858 - accuracy: 0.9317 Epoch 186/500 255/255 [==============================] - 0s 365us/step - loss: 0.1861 - accuracy: 0.9313 Epoch 187/500 255/255 [==============================] - 0s 355us/step - loss: 0.1862 - accuracy: 0.9314 Epoch 188/500 255/255 [==============================] - 0s 331us/step - loss: 0.1858 - accuracy: 0.9308 Epoch 189/500 255/255 [==============================] - 0s 344us/step - loss: 0.1861 - accuracy: 0.9317 Epoch 190/500 255/255 [==============================] - 0s 339us/step - loss: 0.1860 - accuracy: 0.9315 Epoch 191/500 255/255 [==============================] - 0s 343us/step - loss: 0.1862 - accuracy: 0.9319 Epoch 192/500 255/255 [==============================] - 0s 340us/step - loss: 0.1859 - accuracy: 0.9307 Epoch 193/500 255/255 [==============================] - 0s 337us/step - loss: 0.1861 - accuracy: 0.9319 Epoch 194/500 255/255 [==============================] - 0s 344us/step - loss: 0.1861 - accuracy: 0.9321 Epoch 195/500 255/255 [==============================] - 0s 337us/step - loss: 0.1860 - accuracy: 0.9318 Epoch 196/500 255/255 [==============================] - 0s 342us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 197/500 255/255 [==============================] - 0s 335us/step - loss: 0.1859 - accuracy: 0.9314 Epoch 198/500 255/255 [==============================] - 0s 340us/step - loss: 0.1859 - accuracy: 0.9315 Epoch 199/500 255/255 [==============================] - 0s 441us/step - loss: 0.1860 - accuracy: 0.9318 Epoch 200/500 255/255 [==============================] - 0s 355us/step - loss: 0.1859 - accuracy: 0.9320 Epoch 201/500 255/255 [==============================] - 0s 356us/step - loss: 0.1858 - accuracy: 0.9317 Epoch 202/500 255/255 [==============================] - 0s 343us/step - loss: 0.1857 - accuracy: 0.9317 Epoch 203/500 255/255 [==============================] - 0s 341us/step - loss: 0.1860 - accuracy: 0.9314 Epoch 204/500 255/255 [==============================] - 0s 335us/step - loss: 0.1858 - accuracy: 0.9321 Epoch 205/500 255/255 [==============================] - 0s 359us/step - loss: 0.1860 - accuracy: 0.9317 Epoch 206/500 255/255 [==============================] - 0s 346us/step - loss: 0.1858 - accuracy: 0.9313 Epoch 207/500 255/255 [==============================] - 0s 352us/step - loss: 0.1858 - accuracy: 0.9317 Epoch 208/500 255/255 [==============================] - 0s 351us/step - loss: 0.1855 - accuracy: 0.9320 Epoch 209/500 255/255 [==============================] - 0s 347us/step - loss: 0.1857 - accuracy: 0.9314 Epoch 210/500 255/255 [==============================] - 0s 356us/step - loss: 0.1856 - accuracy: 0.9319 Epoch 211/500 255/255 [==============================] - 0s 350us/step - loss: 0.1857 - accuracy: 0.9325 Epoch 212/500 255/255 [==============================] - 0s 352us/step - loss: 0.1857 - accuracy: 0.9319 Epoch 213/500 255/255 [==============================] - 0s 353us/step - loss: 0.1857 - accuracy: 0.9319 Epoch 214/500 255/255 [==============================] - 0s 350us/step - loss: 0.1856 - accuracy: 0.9313 Epoch 215/500 255/255 [==============================] - 0s 352us/step - loss: 0.1857 - accuracy: 0.9314 Epoch 216/500 255/255 [==============================] - 0s 347us/step - loss: 0.1854 - accuracy: 0.9321 Epoch 217/500 255/255 [==============================] - 0s 338us/step - loss: 0.1856 - accuracy: 0.9321 Epoch 218/500 255/255 [==============================] - 0s 344us/step - loss: 0.1855 - accuracy: 0.9309 Epoch 219/500 255/255 [==============================] - 0s 340us/step - loss: 0.1855 - accuracy: 0.9320 Epoch 220/500 255/255 [==============================] - 0s 343us/step - loss: 0.1856 - accuracy: 0.9314 Epoch 221/500 255/255 [==============================] - 0s 342us/step - loss: 0.1853 - accuracy: 0.9314 Epoch 222/500 255/255 [==============================] - 0s 343us/step - loss: 0.1856 - accuracy: 0.9319 Epoch 223/500 255/255 [==============================] - 0s 345us/step - loss: 0.1855 - accuracy: 0.9315 Epoch 224/500 255/255 [==============================] - 0s 333us/step - loss: 0.1855 - accuracy: 0.9320 Epoch 225/500 255/255 [==============================] - 0s 340us/step - loss: 0.1855 - accuracy: 0.9317 Epoch 226/500 255/255 [==============================] - 0s 336us/step - loss: 0.1854 - accuracy: 0.9321 Epoch 227/500 255/255 [==============================] - 0s 340us/step - loss: 0.1852 - accuracy: 0.9323 Epoch 228/500 255/255 [==============================] - 0s 363us/step - loss: 0.1855 - accuracy: 0.9323 Epoch 229/500 255/255 [==============================] - 0s 341us/step - loss: 0.1854 - accuracy: 0.9320 Epoch 230/500 255/255 [==============================] - 0s 342us/step - loss: 0.1853 - accuracy: 0.9318 Epoch 231/500 255/255 [==============================] - 0s 335us/step - loss: 0.1854 - accuracy: 0.9320 Epoch 232/500 255/255 [==============================] - 0s 337us/step - loss: 0.1853 - accuracy: 0.9324 Epoch 233/500 255/255 [==============================] - 0s 363us/step - loss: 0.1852 - accuracy: 0.9320 Epoch 234/500 255/255 [==============================] - 0s 341us/step - loss: 0.1854 - accuracy: 0.9313 Epoch 235/500 255/255 [==============================] - 0s 341us/step - loss: 0.1853 - accuracy: 0.9321 Epoch 236/500 255/255 [==============================] - 0s 341us/step - loss: 0.1853 - accuracy: 0.9321 Epoch 237/500 255/255 [==============================] - 0s 341us/step - loss: 0.1852 - accuracy: 0.9317 Epoch 238/500 255/255 [==============================] - 0s 340us/step - loss: 0.1853 - accuracy: 0.9314 Epoch 239/500 255/255 [==============================] - 0s 340us/step - loss: 0.1852 - accuracy: 0.9318 Epoch 240/500 255/255 [==============================] - 0s 364us/step - loss: 0.1850 - accuracy: 0.9325 Epoch 241/500 255/255 [==============================] - 0s 344us/step - loss: 0.1853 - accuracy: 0.9324 Epoch 242/500 255/255 [==============================] - 0s 613us/step - loss: 0.1852 - accuracy: 0.9315 Epoch 243/500 255/255 [==============================] - 0s 393us/step - loss: 0.1850 - accuracy: 0.9317 Epoch 244/500 255/255 [==============================] - 0s 404us/step - loss: 0.1851 - accuracy: 0.9320 Epoch 245/500 255/255 [==============================] - 0s 406us/step - loss: 0.1850 - accuracy: 0.9324 Epoch 246/500 255/255 [==============================] - 0s 405us/step - loss: 0.1851 - accuracy: 0.9323 Epoch 247/500 255/255 [==============================] - 0s 407us/step - loss: 0.1850 - accuracy: 0.9319 Epoch 248/500 255/255 [==============================] - 0s 402us/step - loss: 0.1851 - accuracy: 0.9324 Epoch 249/500 255/255 [==============================] - 0s 392us/step - loss: 0.1850 - accuracy: 0.9320 Epoch 250/500 255/255 [==============================] - 0s 395us/step - loss: 0.1849 - accuracy: 0.9317 Epoch 251/500 255/255 [==============================] - 0s 400us/step - loss: 0.1851 - accuracy: 0.9319 Epoch 252/500 255/255 [==============================] - 0s 400us/step - loss: 0.1848 - accuracy: 0.9324 Epoch 253/500 255/255 [==============================] - 0s 394us/step - loss: 0.1853 - accuracy: 0.9326 Epoch 254/500 255/255 [==============================] - 0s 414us/step - loss: 0.1850 - accuracy: 0.9315 Epoch 255/500 255/255 [==============================] - 0s 409us/step - loss: 0.1851 - accuracy: 0.9315 Epoch 256/500 255/255 [==============================] - 0s 382us/step - loss: 0.1849 - accuracy: 0.9321 Epoch 257/500 255/255 [==============================] - 0s 382us/step - loss: 0.1850 - accuracy: 0.9320 Epoch 258/500 255/255 [==============================] - 0s 399us/step - loss: 0.1847 - accuracy: 0.9318 Epoch 259/500 255/255 [==============================] - 0s 391us/step - loss: 0.1847 - accuracy: 0.9319 Epoch 260/500 255/255 [==============================] - 0s 390us/step - loss: 0.1849 - accuracy: 0.9321 Epoch 261/500 255/255 [==============================] - 0s 392us/step - loss: 0.1846 - accuracy: 0.9323 Epoch 262/500 255/255 [==============================] - 0s 386us/step - loss: 0.1846 - accuracy: 0.9313 Epoch 263/500 255/255 [==============================] - 0s 387us/step - loss: 0.1848 - accuracy: 0.9317 Epoch 264/500 255/255 [==============================] - 0s 388us/step - loss: 0.1849 - accuracy: 0.9321 Epoch 265/500 255/255 [==============================] - 0s 390us/step - loss: 0.1847 - accuracy: 0.9323 Epoch 266/500 255/255 [==============================] - 0s 385us/step - loss: 0.1844 - accuracy: 0.9318 Epoch 267/500 255/255 [==============================] - 0s 401us/step - loss: 0.1845 - accuracy: 0.9318 Epoch 268/500 255/255 [==============================] - 0s 393us/step - loss: 0.1849 - accuracy: 0.9314 Epoch 269/500 255/255 [==============================] - 0s 403us/step - loss: 0.1844 - accuracy: 0.9323 Epoch 270/500 255/255 [==============================] - 0s 389us/step - loss: 0.1848 - accuracy: 0.9317 Epoch 271/500 255/255 [==============================] - 0s 389us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 272/500 255/255 [==============================] - 0s 404us/step - loss: 0.1845 - accuracy: 0.9325 Epoch 273/500 255/255 [==============================] - 0s 419us/step - loss: 0.1846 - accuracy: 0.9317 Epoch 274/500 255/255 [==============================] - 0s 395us/step - loss: 0.1845 - accuracy: 0.9313 Epoch 275/500 255/255 [==============================] - 0s 346us/step - loss: 0.1847 - accuracy: 0.9320 Epoch 276/500 255/255 [==============================] - 0s 335us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 277/500 255/255 [==============================] - 0s 337us/step - loss: 0.1845 - accuracy: 0.9323 Epoch 278/500 255/255 [==============================] - 0s 331us/step - loss: 0.1848 - accuracy: 0.9324 Epoch 279/500 255/255 [==============================] - 0s 334us/step - loss: 0.1847 - accuracy: 0.9320 Epoch 280/500 255/255 [==============================] - 0s 345us/step - loss: 0.1849 - accuracy: 0.9317 Epoch 281/500 255/255 [==============================] - 0s 334us/step - loss: 0.1845 - accuracy: 0.9315 Epoch 282/500 255/255 [==============================] - 0s 328us/step - loss: 0.1848 - accuracy: 0.9321 Epoch 283/500 255/255 [==============================] - 0s 338us/step - loss: 0.1843 - accuracy: 0.9324 Epoch 284/500 255/255 [==============================] - 0s 333us/step - loss: 0.1845 - accuracy: 0.9319 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1848 - accuracy: 0.9323 Epoch 286/500 255/255 [==============================] - 0s 343us/step - loss: 0.1844 - accuracy: 0.9326 Epoch 287/500 255/255 [==============================] - 0s 333us/step - loss: 0.1845 - accuracy: 0.9328 Epoch 288/500 255/255 [==============================] - 0s 348us/step - loss: 0.1845 - accuracy: 0.9319 Epoch 289/500 255/255 [==============================] - 0s 338us/step - loss: 0.1842 - accuracy: 0.9319 Epoch 290/500 255/255 [==============================] - 0s 334us/step - loss: 0.1845 - accuracy: 0.9325 Epoch 291/500 255/255 [==============================] - 0s 414us/step - loss: 0.1843 - accuracy: 0.9317 Epoch 292/500 255/255 [==============================] - 0s 347us/step - loss: 0.1843 - accuracy: 0.9321 Epoch 293/500 255/255 [==============================] - 0s 345us/step - loss: 0.1843 - accuracy: 0.9319 Epoch 294/500 255/255 [==============================] - 0s 331us/step - loss: 0.1846 - accuracy: 0.9328 Epoch 295/500 255/255 [==============================] - 0s 345us/step - loss: 0.1844 - accuracy: 0.9315 Epoch 296/500 255/255 [==============================] - 0s 332us/step - loss: 0.1844 - accuracy: 0.9330 Epoch 297/500 255/255 [==============================] - 0s 330us/step - loss: 0.1847 - accuracy: 0.9325 Epoch 298/500 255/255 [==============================] - 0s 355us/step - loss: 0.1846 - accuracy: 0.9326 Epoch 299/500 255/255 [==============================] - 0s 345us/step - loss: 0.1843 - accuracy: 0.9333 Epoch 300/500 255/255 [==============================] - 0s 340us/step - loss: 0.1845 - accuracy: 0.9323 Epoch 301/500 255/255 [==============================] - 0s 348us/step - loss: 0.1845 - accuracy: 0.9328 Epoch 302/500 255/255 [==============================] - 0s 336us/step - loss: 0.1839 - accuracy: 0.9328 Epoch 303/500 255/255 [==============================] - 0s 345us/step - loss: 0.1844 - accuracy: 0.9321 Epoch 304/500 255/255 [==============================] - 0s 348us/step - loss: 0.1846 - accuracy: 0.9331 Epoch 305/500 255/255 [==============================] - 0s 334us/step - loss: 0.1844 - accuracy: 0.9319 Epoch 306/500 255/255 [==============================] - 0s 338us/step - loss: 0.1844 - accuracy: 0.9323 Epoch 307/500 255/255 [==============================] - 0s 339us/step - loss: 0.1840 - accuracy: 0.9324 Epoch 308/500 255/255 [==============================] - 0s 334us/step - loss: 0.1845 - accuracy: 0.9323 Epoch 309/500 255/255 [==============================] - 0s 332us/step - loss: 0.1847 - accuracy: 0.9321 Epoch 310/500 255/255 [==============================] - 0s 354us/step - loss: 0.1844 - accuracy: 0.9320 Epoch 311/500 255/255 [==============================] - 0s 331us/step - loss: 0.1842 - accuracy: 0.9319 Epoch 312/500 255/255 [==============================] - 0s 334us/step - loss: 0.1843 - accuracy: 0.9328 Epoch 313/500 255/255 [==============================] - 0s 335us/step - loss: 0.1842 - accuracy: 0.9319 Epoch 314/500 255/255 [==============================] - 0s 333us/step - loss: 0.1843 - accuracy: 0.9320 Epoch 315/500 255/255 [==============================] - 0s 326us/step - loss: 0.1842 - accuracy: 0.9323 Epoch 316/500 255/255 [==============================] - 0s 343us/step - loss: 0.1843 - accuracy: 0.9320 Epoch 317/500 255/255 [==============================] - 0s 330us/step - loss: 0.1841 - accuracy: 0.9318 Epoch 318/500 255/255 [==============================] - 0s 342us/step - loss: 0.1841 - accuracy: 0.9320 Epoch 319/500 255/255 [==============================] - 0s 342us/step - loss: 0.1840 - accuracy: 0.9321 Epoch 320/500 255/255 [==============================] - 0s 330us/step - loss: 0.1844 - accuracy: 0.9328 Epoch 321/500 255/255 [==============================] - 0s 331us/step - loss: 0.1841 - accuracy: 0.9323 Epoch 322/500 255/255 [==============================] - 0s 343us/step - loss: 0.1845 - accuracy: 0.9321 Epoch 323/500 255/255 [==============================] - 0s 334us/step - loss: 0.1842 - accuracy: 0.9320 Epoch 324/500 255/255 [==============================] - 0s 330us/step - loss: 0.1845 - accuracy: 0.9317 Epoch 325/500 255/255 [==============================] - 0s 339us/step - loss: 0.1843 - accuracy: 0.9330 Epoch 326/500 255/255 [==============================] - 0s 335us/step - loss: 0.1843 - accuracy: 0.9314 Epoch 327/500 255/255 [==============================] - 0s 330us/step - loss: 0.1841 - accuracy: 0.9329 Epoch 328/500 255/255 [==============================] - 0s 337us/step - loss: 0.1844 - accuracy: 0.9330 Epoch 329/500 255/255 [==============================] - 0s 348us/step - loss: 0.1841 - accuracy: 0.9323 Epoch 330/500 255/255 [==============================] - 0s 330us/step - loss: 0.1842 - accuracy: 0.9326 Epoch 331/500 255/255 [==============================] - 0s 338us/step - loss: 0.1841 - accuracy: 0.9325 Epoch 332/500 255/255 [==============================] - 0s 335us/step - loss: 0.1839 - accuracy: 0.9326 Epoch 333/500 255/255 [==============================] - 0s 338us/step - loss: 0.1838 - accuracy: 0.9324 Epoch 334/500 255/255 [==============================] - 0s 338us/step - loss: 0.1843 - accuracy: 0.9329 Epoch 335/500 255/255 [==============================] - 0s 332us/step - loss: 0.1840 - accuracy: 0.9328 Epoch 336/500 255/255 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9321 Epoch 337/500 255/255 [==============================] - 0s 341us/step - loss: 0.1842 - accuracy: 0.9315 Epoch 338/500 255/255 [==============================] - 0s 332us/step - loss: 0.1839 - accuracy: 0.9328 Epoch 339/500 255/255 [==============================] - 0s 329us/step - loss: 0.1839 - accuracy: 0.9323 Epoch 340/500 255/255 [==============================] - 0s 334us/step - loss: 0.1842 - accuracy: 0.9318 Epoch 341/500 255/255 [==============================] - 0s 345us/step - loss: 0.1840 - accuracy: 0.9326 Epoch 342/500 255/255 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9318 Epoch 343/500 255/255 [==============================] - 0s 337us/step - loss: 0.1842 - accuracy: 0.9323 Epoch 344/500 255/255 [==============================] - 0s 335us/step - loss: 0.1841 - accuracy: 0.9320 Epoch 345/500 255/255 [==============================] - 0s 332us/step - loss: 0.1840 - accuracy: 0.9318 Epoch 346/500 255/255 [==============================] - 0s 332us/step - loss: 0.1839 - accuracy: 0.9325 Epoch 347/500 255/255 [==============================] - 0s 336us/step - loss: 0.1839 - accuracy: 0.9317 Epoch 348/500 255/255 [==============================] - 0s 332us/step - loss: 0.1840 - accuracy: 0.9320 Epoch 349/500 255/255 [==============================] - 0s 337us/step - loss: 0.1840 - accuracy: 0.9319 Epoch 350/500 255/255 [==============================] - 0s 339us/step - loss: 0.1840 - accuracy: 0.9325 Epoch 351/500 255/255 [==============================] - 0s 329us/step - loss: 0.1840 - accuracy: 0.9324 Epoch 352/500 255/255 [==============================] - 0s 329us/step - loss: 0.1839 - accuracy: 0.9323 Epoch 353/500 255/255 [==============================] - 0s 337us/step - loss: 0.1837 - accuracy: 0.9323 Epoch 354/500 255/255 [==============================] - 0s 336us/step - loss: 0.1841 - accuracy: 0.9320 Epoch 355/500 255/255 [==============================] - 0s 330us/step - loss: 0.1840 - accuracy: 0.9318 Epoch 356/500 255/255 [==============================] - 0s 338us/step - loss: 0.1837 - accuracy: 0.9321 Epoch 357/500 255/255 [==============================] - 0s 332us/step - loss: 0.1837 - accuracy: 0.9312 Epoch 358/500 255/255 [==============================] - 0s 379us/step - loss: 0.1836 - accuracy: 0.9321 Epoch 359/500 255/255 [==============================] - 0s 351us/step - loss: 0.1839 - accuracy: 0.9315 Epoch 360/500 255/255 [==============================] - 0s 364us/step - loss: 0.1840 - accuracy: 0.9317 Epoch 361/500 255/255 [==============================] - 0s 356us/step - loss: 0.1837 - accuracy: 0.9320 Epoch 362/500 255/255 [==============================] - 0s 337us/step - loss: 0.1838 - accuracy: 0.9318 Epoch 363/500 255/255 [==============================] - 0s 353us/step - loss: 0.1839 - accuracy: 0.9318 Epoch 364/500 255/255 [==============================] - 0s 363us/step - loss: 0.1838 - accuracy: 0.9321 Epoch 365/500 255/255 [==============================] - 0s 345us/step - loss: 0.1837 - accuracy: 0.9323 Epoch 366/500 255/255 [==============================] - 0s 358us/step - loss: 0.1837 - accuracy: 0.9323 Epoch 367/500 255/255 [==============================] - 0s 351us/step - loss: 0.1837 - accuracy: 0.9319 Epoch 368/500 255/255 [==============================] - 0s 344us/step - loss: 0.1836 - accuracy: 0.9318 Epoch 369/500 255/255 [==============================] - 0s 576us/step - loss: 0.1836 - accuracy: 0.9326 Epoch 370/500 255/255 [==============================] - 0s 384us/step - loss: 0.1837 - accuracy: 0.9325 Epoch 371/500 255/255 [==============================] - 0s 383us/step - loss: 0.1838 - accuracy: 0.9324 Epoch 372/500 255/255 [==============================] - 0s 401us/step - loss: 0.1838 - accuracy: 0.9325 Epoch 373/500 255/255 [==============================] - 0s 406us/step - loss: 0.1841 - accuracy: 0.9319 Epoch 374/500 255/255 [==============================] - 0s 396us/step - loss: 0.1838 - accuracy: 0.9325 Epoch 375/500 255/255 [==============================] - 0s 391us/step - loss: 0.1840 - accuracy: 0.9325 Epoch 376/500 255/255 [==============================] - 0s 409us/step - loss: 0.1838 - accuracy: 0.9319 Epoch 377/500 255/255 [==============================] - 0s 413us/step - loss: 0.1838 - accuracy: 0.9321 Epoch 378/500 255/255 [==============================] - 0s 429us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 379/500 255/255 [==============================] - 0s 399us/step - loss: 0.1837 - accuracy: 0.9319 Epoch 380/500 255/255 [==============================] - 0s 396us/step - loss: 0.1836 - accuracy: 0.9326 Epoch 381/500 255/255 [==============================] - 0s 405us/step - loss: 0.1837 - accuracy: 0.9324 Epoch 382/500 255/255 [==============================] - 0s 395us/step - loss: 0.1839 - accuracy: 0.9320 Epoch 383/500 255/255 [==============================] - 0s 401us/step - loss: 0.1837 - accuracy: 0.9330 Epoch 384/500 255/255 [==============================] - 0s 409us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 385/500 255/255 [==============================] - 0s 394us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 386/500 255/255 [==============================] - 0s 403us/step - loss: 0.1838 - accuracy: 0.9321 Epoch 387/500 255/255 [==============================] - 0s 390us/step - loss: 0.1835 - accuracy: 0.9321 Epoch 388/500 255/255 [==============================] - 0s 411us/step - loss: 0.1835 - accuracy: 0.9324 Epoch 389/500 255/255 [==============================] - 0s 414us/step - loss: 0.1835 - accuracy: 0.9318 Epoch 390/500 255/255 [==============================] - 0s 376us/step - loss: 0.1838 - accuracy: 0.9318 Epoch 391/500 255/255 [==============================] - 0s 363us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 392/500 255/255 [==============================] - 0s 353us/step - loss: 0.1836 - accuracy: 0.9313 Epoch 393/500 255/255 [==============================] - 0s 343us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 394/500 255/255 [==============================] - 0s 336us/step - loss: 0.1839 - accuracy: 0.9320 Epoch 395/500 255/255 [==============================] - 0s 349us/step - loss: 0.1838 - accuracy: 0.9320 Epoch 396/500 255/255 [==============================] - 0s 336us/step - loss: 0.1837 - accuracy: 0.9325 Epoch 397/500 255/255 [==============================] - 0s 333us/step - loss: 0.1838 - accuracy: 0.9321 Epoch 398/500 255/255 [==============================] - 0s 353us/step - loss: 0.1835 - accuracy: 0.9329 Epoch 399/500 255/255 [==============================] - 0s 389us/step - loss: 0.1836 - accuracy: 0.9317 Epoch 400/500 255/255 [==============================] - 0s 375us/step - loss: 0.1837 - accuracy: 0.9323 Epoch 401/500 255/255 [==============================] - 0s 434us/step - loss: 0.1838 - accuracy: 0.9320 Epoch 402/500 255/255 [==============================] - 0s 346us/step - loss: 0.1834 - accuracy: 0.9323 Epoch 403/500 255/255 [==============================] - 0s 361us/step - loss: 0.1837 - accuracy: 0.9321 Epoch 404/500 255/255 [==============================] - 0s 337us/step - loss: 0.1837 - accuracy: 0.9324 Epoch 405/500 255/255 [==============================] - 0s 336us/step - loss: 0.1837 - accuracy: 0.9321 Epoch 406/500 255/255 [==============================] - 0s 345us/step - loss: 0.1838 - accuracy: 0.9320 Epoch 407/500 255/255 [==============================] - 0s 334us/step - loss: 0.1837 - accuracy: 0.9324 Epoch 408/500 255/255 [==============================] - 0s 336us/step - loss: 0.1835 - accuracy: 0.9318 Epoch 409/500 255/255 [==============================] - 0s 339us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 410/500 255/255 [==============================] - 0s 338us/step - loss: 0.1834 - accuracy: 0.9321 Epoch 411/500 255/255 [==============================] - 0s 336us/step - loss: 0.1835 - accuracy: 0.9319 Epoch 412/500 255/255 [==============================] - 0s 352us/step - loss: 0.1838 - accuracy: 0.9320 Epoch 413/500 255/255 [==============================] - 0s 337us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 414/500 255/255 [==============================] - 0s 339us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 415/500 255/255 [==============================] - 0s 355us/step - loss: 0.1838 - accuracy: 0.9318 Epoch 416/500 255/255 [==============================] - 0s 363us/step - loss: 0.1833 - accuracy: 0.9323 Epoch 417/500 255/255 [==============================] - 0s 335us/step - loss: 0.1834 - accuracy: 0.9321 Epoch 418/500 255/255 [==============================] - 0s 341us/step - loss: 0.1833 - accuracy: 0.9309 Epoch 419/500 255/255 [==============================] - 0s 341us/step - loss: 0.1836 - accuracy: 0.9324 Epoch 420/500 255/255 [==============================] - 0s 335us/step - loss: 0.1836 - accuracy: 0.9323 Epoch 421/500 255/255 [==============================] - 0s 342us/step - loss: 0.1836 - accuracy: 0.9318 Epoch 422/500 255/255 [==============================] - 0s 340us/step - loss: 0.1834 - accuracy: 0.9319 Epoch 423/500 255/255 [==============================] - 0s 337us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 424/500 255/255 [==============================] - 0s 400us/step - loss: 0.1836 - accuracy: 0.9314 Epoch 425/500 255/255 [==============================] - 0s 418us/step - loss: 0.1838 - accuracy: 0.9329 Epoch 426/500 255/255 [==============================] - 0s 435us/step - loss: 0.1836 - accuracy: 0.9320 Epoch 427/500 255/255 [==============================] - 0s 419us/step - loss: 0.1836 - accuracy: 0.9319 Epoch 428/500 255/255 [==============================] - 0s 415us/step - loss: 0.1836 - accuracy: 0.9317 Epoch 429/500 255/255 [==============================] - 0s 423us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 430/500 255/255 [==============================] - 0s 456us/step - loss: 0.1835 - accuracy: 0.9325 Epoch 431/500 255/255 [==============================] - 0s 476us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 432/500 255/255 [==============================] - 0s 435us/step - loss: 0.1833 - accuracy: 0.9320 Epoch 433/500 255/255 [==============================] - 0s 431us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 434/500 255/255 [==============================] - 0s 422us/step - loss: 0.1835 - accuracy: 0.9321 Epoch 435/500 255/255 [==============================] - 0s 430us/step - loss: 0.1837 - accuracy: 0.9321 Epoch 436/500 255/255 [==============================] - 0s 431us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 437/500 255/255 [==============================] - 0s 410us/step - loss: 0.1834 - accuracy: 0.9325 Epoch 438/500 255/255 [==============================] - 0s 445us/step - loss: 0.1835 - accuracy: 0.9318 Epoch 439/500 255/255 [==============================] - 0s 481us/step - loss: 0.1838 - accuracy: 0.9314 Epoch 440/500 255/255 [==============================] - 0s 366us/step - loss: 0.1833 - accuracy: 0.9317 Epoch 441/500 255/255 [==============================] - 0s 366us/step - loss: 0.1839 - accuracy: 0.9321 Epoch 442/500 255/255 [==============================] - 0s 381us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 443/500 255/255 [==============================] - 0s 425us/step - loss: 0.1837 - accuracy: 0.9319 Epoch 444/500 255/255 [==============================] - 0s 393us/step - loss: 0.1834 - accuracy: 0.9328 Epoch 445/500 255/255 [==============================] - 0s 389us/step - loss: 0.1833 - accuracy: 0.9319 Epoch 446/500 255/255 [==============================] - 0s 389us/step - loss: 0.1836 - accuracy: 0.9319 Epoch 447/500 255/255 [==============================] - 0s 378us/step - loss: 0.1834 - accuracy: 0.9317 Epoch 448/500 255/255 [==============================] - 0s 466us/step - loss: 0.1836 - accuracy: 0.9324 Epoch 449/500 255/255 [==============================] - 0s 392us/step - loss: 0.1833 - accuracy: 0.9317 Epoch 450/500 255/255 [==============================] - 0s 339us/step - loss: 0.1835 - accuracy: 0.9314 Epoch 451/500 255/255 [==============================] - 0s 351us/step - loss: 0.1835 - accuracy: 0.9325 Epoch 452/500 255/255 [==============================] - 0s 348us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 453/500 255/255 [==============================] - 0s 345us/step - loss: 0.1836 - accuracy: 0.9324 Epoch 454/500 255/255 [==============================] - 0s 341us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 455/500 255/255 [==============================] - 0s 336us/step - loss: 0.1832 - accuracy: 0.9324 Epoch 456/500 255/255 [==============================] - 0s 345us/step - loss: 0.1833 - accuracy: 0.9323 Epoch 457/500 255/255 [==============================] - 0s 343us/step - loss: 0.1835 - accuracy: 0.9315 Epoch 458/500 255/255 [==============================] - 0s 344us/step - loss: 0.1835 - accuracy: 0.9321 Epoch 459/500 255/255 [==============================] - 0s 338us/step - loss: 0.1833 - accuracy: 0.9323 Epoch 460/500 255/255 [==============================] - 0s 340us/step - loss: 0.1836 - accuracy: 0.9323 Epoch 461/500 255/255 [==============================] - 0s 338us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 462/500 255/255 [==============================] - 0s 328us/step - loss: 0.1835 - accuracy: 0.9320 Epoch 463/500 255/255 [==============================] - 0s 337us/step - loss: 0.1833 - accuracy: 0.9314 Epoch 464/500 255/255 [==============================] - 0s 328us/step - loss: 0.1833 - accuracy: 0.9318 Epoch 465/500 255/255 [==============================] - 0s 332us/step - loss: 0.1835 - accuracy: 0.9319 Epoch 466/500 255/255 [==============================] - 0s 341us/step - loss: 0.1832 - accuracy: 0.9318 Epoch 467/500 255/255 [==============================] - 0s 333us/step - loss: 0.1832 - accuracy: 0.9323 Epoch 468/500 255/255 [==============================] - 0s 331us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 469/500 255/255 [==============================] - 0s 338us/step - loss: 0.1837 - accuracy: 0.9325 Epoch 470/500 255/255 [==============================] - 0s 329us/step - loss: 0.1831 - accuracy: 0.9328 Epoch 471/500 255/255 [==============================] - 0s 368us/step - loss: 0.1839 - accuracy: 0.9321 Epoch 472/500 255/255 [==============================] - 0s 357us/step - loss: 0.1836 - accuracy: 0.9321 Epoch 473/500 255/255 [==============================] - 0s 346us/step - loss: 0.1833 - accuracy: 0.9314 Epoch 474/500 255/255 [==============================] - 0s 335us/step - loss: 0.1835 - accuracy: 0.9319 Epoch 475/500 255/255 [==============================] - 0s 330us/step - loss: 0.1832 - accuracy: 0.9324 Epoch 476/500 255/255 [==============================] - 0s 330us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 477/500 255/255 [==============================] - 0s 332us/step - loss: 0.1832 - accuracy: 0.9324 Epoch 478/500 255/255 [==============================] - 0s 331us/step - loss: 0.1837 - accuracy: 0.9319 Epoch 479/500 255/255 [==============================] - 0s 333us/step - loss: 0.1836 - accuracy: 0.9324 Epoch 480/500 255/255 [==============================] - 0s 335us/step - loss: 0.1834 - accuracy: 0.9314 Epoch 481/500 255/255 [==============================] - 0s 334us/step - loss: 0.1833 - accuracy: 0.9329 Epoch 482/500 255/255 [==============================] - 0s 332us/step - loss: 0.1837 - accuracy: 0.9318 Epoch 483/500 255/255 [==============================] - 0s 329us/step - loss: 0.1836 - accuracy: 0.9320 Epoch 484/500 255/255 [==============================] - 0s 330us/step - loss: 0.1835 - accuracy: 0.9317 Epoch 485/500 255/255 [==============================] - 0s 333us/step - loss: 0.1836 - accuracy: 0.9320 Epoch 486/500 255/255 [==============================] - 0s 327us/step - loss: 0.1835 - accuracy: 0.9323 Epoch 487/500 255/255 [==============================] - 0s 332us/step - loss: 0.1834 - accuracy: 0.9319 Epoch 488/500 255/255 [==============================] - 0s 336us/step - loss: 0.1834 - accuracy: 0.9324 Epoch 489/500 255/255 [==============================] - 0s 329us/step - loss: 0.1833 - accuracy: 0.9317 Epoch 490/500 255/255 [==============================] - 0s 328us/step - loss: 0.1836 - accuracy: 0.9326 Epoch 491/500 255/255 [==============================] - 0s 331us/step - loss: 0.1840 - accuracy: 0.9323 Epoch 492/500 255/255 [==============================] - 0s 329us/step - loss: 0.1834 - accuracy: 0.9323 Epoch 493/500 255/255 [==============================] - 0s 330us/step - loss: 0.1835 - accuracy: 0.9324 Epoch 494/500 255/255 [==============================] - 0s 332us/step - loss: 0.1835 - accuracy: 0.9324 Epoch 495/500 255/255 [==============================] - 0s 331us/step - loss: 0.1836 - accuracy: 0.9318 Epoch 496/500 255/255 [==============================] - 0s 329us/step - loss: 0.1835 - accuracy: 0.9321 Epoch 497/500 255/255 [==============================] - 0s 328us/step - loss: 0.1835 - accuracy: 0.9318 Epoch 498/500 255/255 [==============================] - 0s 330us/step - loss: 0.1837 - accuracy: 0.9325 Epoch 499/500 255/255 [==============================] - 0s 329us/step - loss: 0.1834 - accuracy: 0.9320 Epoch 500/500 255/255 [==============================] - 0s 328us/step - loss: 0.1834 - accuracy: 0.9328 29/29 [==============================] - 0s 301us/step Epoch 1/500 255/255 [==============================] - 0s 369us/step - loss: 0.4690 - accuracy: 0.9286 Epoch 2/500 255/255 [==============================] - 0s 326us/step - loss: 0.2142 - accuracy: 0.9308 Epoch 3/500 255/255 [==============================] - 0s 331us/step - loss: 0.2040 - accuracy: 0.9308 Epoch 4/500 255/255 [==============================] - 0s 334us/step - loss: 0.2006 - accuracy: 0.9308 Epoch 5/500 255/255 [==============================] - 0s 333us/step - loss: 0.1990 - accuracy: 0.9308 Epoch 6/500 255/255 [==============================] - 0s 330us/step - loss: 0.1980 - accuracy: 0.9308 Epoch 7/500 255/255 [==============================] - 0s 336us/step - loss: 0.1975 - accuracy: 0.9308 Epoch 8/500 255/255 [==============================] - 0s 335us/step - loss: 0.1967 - accuracy: 0.9308 Epoch 9/500 255/255 [==============================] - 0s 329us/step - loss: 0.1964 - accuracy: 0.9308 Epoch 10/500 255/255 [==============================] - 0s 330us/step - loss: 0.1957 - accuracy: 0.9308 Epoch 11/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9308 Epoch 12/500 255/255 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9308 Epoch 13/500 255/255 [==============================] - 0s 331us/step - loss: 0.1953 - accuracy: 0.9308 Epoch 14/500 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9308 Epoch 15/500 255/255 [==============================] - 0s 329us/step - loss: 0.1949 - accuracy: 0.9308 Epoch 16/500 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9308 Epoch 17/500 255/255 [==============================] - 0s 326us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 18/500 255/255 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9308 Epoch 19/500 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 20/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 21/500 255/255 [==============================] - 0s 327us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 22/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 23/500 255/255 [==============================] - 0s 326us/step - loss: 0.1940 - accuracy: 0.9308 Epoch 24/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 25/500 255/255 [==============================] - 0s 326us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 26/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 27/500 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 28/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 29/500 255/255 [==============================] - 0s 346us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 30/500 255/255 [==============================] - 0s 372us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 31/500 255/255 [==============================] - 0s 361us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 32/500 255/255 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 33/500 255/255 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 34/500 255/255 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 35/500 255/255 [==============================] - 0s 328us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 36/500 255/255 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 37/500 255/255 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 38/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 39/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 40/500 255/255 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 41/500 255/255 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 42/500 255/255 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 43/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 44/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 45/500 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 46/500 255/255 [==============================] - 0s 440us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 47/500 255/255 [==============================] - 0s 338us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 48/500 255/255 [==============================] - 0s 336us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 49/500 255/255 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 50/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 51/500 255/255 [==============================] - 0s 329us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 52/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 53/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 54/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 55/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 56/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 57/500 255/255 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 58/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 59/500 255/255 [==============================] - 0s 326us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 60/500 255/255 [==============================] - 0s 323us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 61/500 255/255 [==============================] - 0s 324us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 62/500 255/255 [==============================] - 0s 322us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 63/500 255/255 [==============================] - 0s 322us/step - loss: 0.1924 - accuracy: 0.9308 Epoch 64/500 255/255 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 65/500 255/255 [==============================] - 0s 339us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 66/500 255/255 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 67/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 68/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 69/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 70/500 255/255 [==============================] - 0s 325us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 71/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 72/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 73/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 74/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 75/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 76/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 77/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 78/500 255/255 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 79/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 80/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 81/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 82/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 83/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 84/500 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 85/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 86/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 87/500 255/255 [==============================] - 0s 406us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 88/500 255/255 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 89/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 90/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 91/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 92/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 93/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 94/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 95/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 96/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 97/500 255/255 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 98/500 255/255 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 99/500 255/255 [==============================] - 0s 326us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 100/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 101/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 102/500 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 103/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 104/500 255/255 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 105/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 106/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 107/500 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 108/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 109/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 110/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 111/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 112/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 113/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 114/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 115/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 116/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 117/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 118/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 119/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 120/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 121/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 122/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 123/500 255/255 [==============================] - 0s 369us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 124/500 255/255 [==============================] - 0s 382us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 125/500 255/255 [==============================] - 0s 381us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 126/500 255/255 [==============================] - 0s 371us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 127/500 255/255 [==============================] - 0s 354us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 128/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 129/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 130/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 131/500 255/255 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 132/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 133/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 134/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 135/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 136/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 137/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 138/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 139/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 140/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 141/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 142/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 143/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 144/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 145/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 146/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 147/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 148/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 149/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 150/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 151/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 152/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 153/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 154/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 155/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 156/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 157/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 158/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 159/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 160/500 255/255 [==============================] - 0s 344us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 161/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 162/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 163/500 255/255 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 164/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 165/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 166/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 167/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 168/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 169/500 255/255 [==============================] - 0s 324us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 170/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 171/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 172/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 173/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 174/500 255/255 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 175/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 176/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 177/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 178/500 255/255 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 179/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 180/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 181/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 182/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 183/500 255/255 [==============================] - 0s 338us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 184/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 185/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 186/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 187/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 188/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 189/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 190/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 191/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 192/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 193/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 194/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 195/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 196/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 197/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 198/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 199/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 200/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 201/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 202/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 203/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 204/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 205/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 206/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 207/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 208/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 209/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 210/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 211/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 212/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 213/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 214/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 215/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 216/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 217/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 218/500 255/255 [==============================] - 0s 325us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 219/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 220/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 221/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 222/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 224/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 225/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 226/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 227/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 228/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 229/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 230/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 231/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 232/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 233/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 234/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 235/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 236/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 237/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 238/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 239/500 255/255 [==============================] - 0s 325us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 240/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 241/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 242/500 255/255 [==============================] - 0s 340us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 243/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 244/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 245/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 246/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 247/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 248/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 249/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 250/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 251/500 255/255 [==============================] - 0s 325us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 252/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 253/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 254/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 255/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 256/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 257/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 258/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 259/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 260/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 261/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 262/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 263/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 264/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9319 Epoch 265/500 255/255 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 266/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 267/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9318 Epoch 268/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 269/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 270/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 271/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 272/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 273/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 274/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 275/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 276/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 277/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 278/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 279/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 280/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 281/500 255/255 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 282/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 283/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 284/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 285/500 255/255 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 286/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 287/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 288/500 255/255 [==============================] - 0s 325us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 289/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 290/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 291/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 292/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 293/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 294/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 295/500 255/255 [==============================] - 0s 399us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 296/500 255/255 [==============================] - 0s 340us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 297/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 298/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 299/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 300/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 301/500 255/255 [==============================] - 0s 337us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 302/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 303/500 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 304/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 305/500 255/255 [==============================] - 0s 323us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 306/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 307/500 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 308/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 309/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 310/500 255/255 [==============================] - 0s 345us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 311/500 255/255 [==============================] - 0s 379us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 312/500 255/255 [==============================] - 0s 374us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 313/500 255/255 [==============================] - 0s 385us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 314/500 255/255 [==============================] - 0s 370us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 315/500 255/255 [==============================] - 0s 336us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 316/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 317/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 318/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 319/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 320/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 321/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 322/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 323/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 324/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 325/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 326/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 327/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 328/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 329/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 330/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 331/500 255/255 [==============================] - 0s 335us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 332/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 333/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 334/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 335/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 336/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 337/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 338/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 339/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 340/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 341/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 342/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 343/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 344/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9318 Epoch 345/500 255/255 [==============================] - 0s 326us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 346/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 347/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 348/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 349/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 350/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 351/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 352/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 353/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 354/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 355/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 356/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 357/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 358/500 255/255 [==============================] - 0s 325us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 359/500 255/255 [==============================] - 0s 337us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 360/500 255/255 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 361/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 362/500 255/255 [==============================] - 0s 331us/step - 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[==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 373/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 374/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 375/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9320 Epoch 376/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 377/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 378/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 379/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 380/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 381/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 382/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 383/500 255/255 [==============================] - 0s 325us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 384/500 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9319 Epoch 385/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 386/500 255/255 [==============================] - 0s 325us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 387/500 255/255 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 388/500 255/255 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 389/500 255/255 [==============================] - 0s 325us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 390/500 255/255 [==============================] - 0s 325us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 391/500 255/255 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 392/500 255/255 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 393/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 394/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 395/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 396/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 397/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 398/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 399/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 400/500 255/255 [==============================] - 0s 329us/step - 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[==============================] - 0s 324us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 411/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 412/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 413/500 255/255 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 414/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 415/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 416/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 417/500 255/255 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 418/500 255/255 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9320 Epoch 419/500 255/255 [==============================] - 0s 330us/step - 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[==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 430/500 255/255 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 431/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 432/500 255/255 [==============================] - 0s 325us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 433/500 255/255 [==============================] - 0s 325us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 434/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 435/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 436/500 255/255 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 437/500 255/255 [==============================] - 0s 326us/step - loss: 0.1890 - accuracy: 0.9320 Epoch 438/500 255/255 [==============================] - 0s 328us/step - 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[==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 449/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 450/500 255/255 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 451/500 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 452/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 453/500 255/255 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 454/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 455/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9318 Epoch 456/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9321 Epoch 457/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 458/500 255/255 [==============================] - 0s 326us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 459/500 255/255 [==============================] - 0s 326us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 460/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 461/500 255/255 [==============================] - 0s 325us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 462/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 463/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 464/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9315 Epoch 465/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 466/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 467/500 255/255 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 468/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9319 Epoch 469/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 470/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 471/500 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 472/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9319 Epoch 473/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 474/500 255/255 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9319 Epoch 475/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 476/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 477/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 478/500 255/255 [==============================] - 0s 409us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 479/500 255/255 [==============================] - 0s 339us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 480/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9317 Epoch 481/500 255/255 [==============================] - 0s 326us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 482/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 483/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 484/500 255/255 [==============================] - 0s 327us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 485/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 486/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 487/500 255/255 [==============================] - 0s 326us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 488/500 255/255 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 489/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 490/500 255/255 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 491/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9318 Epoch 492/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 493/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 494/500 255/255 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 495/500 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 496/500 255/255 [==============================] - 0s 328us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 497/500 255/255 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 498/500 255/255 [==============================] - 0s 357us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 499/500 255/255 [==============================] - 0s 363us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 500/500 255/255 [==============================] - 0s 369us/step - loss: 0.1889 - accuracy: 0.9317 29/29 [==============================] - 0s 305us/step Epoch 1/500 255/255 [==============================] - 0s 372us/step - loss: 0.4335 - accuracy: 0.9293 Epoch 2/500 255/255 [==============================] - 0s 337us/step - loss: 0.2095 - accuracy: 0.9296 Epoch 3/500 255/255 [==============================] - 0s 335us/step - loss: 0.2035 - accuracy: 0.9296 Epoch 4/500 255/255 [==============================] - 0s 331us/step - loss: 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[==============================] - 0s 329us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 15/500 255/255 [==============================] - 0s 332us/step - loss: 0.1957 - accuracy: 0.9296 Epoch 16/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 17/500 255/255 [==============================] - 0s 328us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 18/500 255/255 [==============================] - 0s 330us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 19/500 255/255 [==============================] - 0s 328us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 20/500 255/255 [==============================] - 0s 331us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 21/500 255/255 [==============================] - 0s 326us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 22/500 255/255 [==============================] - 0s 324us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 23/500 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 24/500 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9296 Epoch 25/500 255/255 [==============================] - 0s 326us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 26/500 255/255 [==============================] - 0s 327us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 27/500 255/255 [==============================] - 0s 330us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 28/500 255/255 [==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9296 Epoch 29/500 255/255 [==============================] - 0s 327us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 30/500 255/255 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 31/500 255/255 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 32/500 255/255 [==============================] - 0s 326us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 33/500 255/255 [==============================] - 0s 338us/step - loss: 0.1946 - accuracy: 0.9296 Epoch 34/500 255/255 [==============================] - 0s 328us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 35/500 255/255 [==============================] - 0s 326us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 36/500 255/255 [==============================] - 0s 326us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 37/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 38/500 255/255 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 39/500 255/255 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 40/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 41/500 255/255 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 42/500 255/255 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 43/500 255/255 [==============================] - 0s 326us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 44/500 255/255 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 45/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 46/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 47/500 255/255 [==============================] - 0s 327us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 48/500 255/255 [==============================] - 0s 324us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 49/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 50/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 51/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 52/500 255/255 [==============================] - 0s 335us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 53/500 255/255 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 54/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 55/500 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 56/500 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 57/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 58/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 59/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 60/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 61/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 62/500 255/255 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 63/500 255/255 [==============================] - 0s 437us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 64/500 255/255 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 65/500 255/255 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 66/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 67/500 255/255 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 68/500 255/255 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9296 Epoch 69/500 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9296 Epoch 70/500 255/255 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9296 Epoch 71/500 255/255 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9297 Epoch 72/500 255/255 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 73/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9297 Epoch 74/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9293 Epoch 75/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9297 Epoch 76/500 255/255 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9291 Epoch 77/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9293 Epoch 78/500 255/255 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9291 Epoch 79/500 255/255 [==============================] - 0s 325us/step - loss: 0.1929 - accuracy: 0.9291 Epoch 80/500 255/255 [==============================] - 0s 327us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 81/500 255/255 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9291 Epoch 82/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9291 Epoch 83/500 255/255 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9296 Epoch 84/500 255/255 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 85/500 255/255 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 86/500 255/255 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9289 Epoch 87/500 255/255 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9296 Epoch 88/500 255/255 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9293 Epoch 89/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9293 Epoch 90/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9294 Epoch 91/500 255/255 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9297 Epoch 92/500 255/255 [==============================] - 0s 338us/step - loss: 0.1928 - accuracy: 0.9294 Epoch 93/500 255/255 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9293 Epoch 94/500 255/255 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9297 Epoch 95/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9297 Epoch 96/500 255/255 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9296 Epoch 97/500 255/255 [==============================] - 0s 327us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 98/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9296 Epoch 99/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9293 Epoch 100/500 255/255 [==============================] - 0s 328us/step - loss: 0.1928 - accuracy: 0.9294 Epoch 101/500 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9296 Epoch 102/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9293 Epoch 103/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9293 Epoch 104/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9296 Epoch 105/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9296 Epoch 106/500 255/255 [==============================] - 0s 325us/step - loss: 0.1929 - accuracy: 0.9299 Epoch 107/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9296 Epoch 108/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9298 Epoch 109/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9296 Epoch 110/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9298 Epoch 111/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9293 Epoch 112/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9297 Epoch 113/500 255/255 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9293 Epoch 114/500 255/255 [==============================] - 0s 327us/step - loss: 0.1927 - accuracy: 0.9297 Epoch 115/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9292 Epoch 116/500 255/255 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9299 Epoch 117/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9296 Epoch 118/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9296 Epoch 119/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9297 Epoch 120/500 255/255 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9294 Epoch 121/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9293 Epoch 122/500 255/255 [==============================] - 0s 327us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 123/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9296 Epoch 124/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9298 Epoch 125/500 255/255 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9297 Epoch 126/500 255/255 [==============================] - 0s 329us/step - loss: 0.1926 - accuracy: 0.9299 Epoch 127/500 255/255 [==============================] - 0s 332us/step - loss: 0.1927 - accuracy: 0.9297 Epoch 128/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9298 Epoch 129/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 130/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9302 Epoch 131/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9299 Epoch 132/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9296 Epoch 133/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9298 Epoch 134/500 255/255 [==============================] - 0s 333us/step - loss: 0.1927 - accuracy: 0.9298 Epoch 135/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9296 Epoch 136/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9298 Epoch 137/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 138/500 255/255 [==============================] - 0s 328us/step - loss: 0.1925 - accuracy: 0.9296 Epoch 139/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9297 Epoch 140/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9297 Epoch 141/500 255/255 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9296 Epoch 142/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9297 Epoch 143/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9296 Epoch 144/500 255/255 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9297 Epoch 145/500 255/255 [==============================] - 0s 340us/step - loss: 0.1923 - accuracy: 0.9296 Epoch 146/500 255/255 [==============================] - 0s 338us/step - loss: 0.1923 - accuracy: 0.9299 Epoch 147/500 255/255 [==============================] - 0s 335us/step - loss: 0.1924 - accuracy: 0.9294 Epoch 148/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9296 Epoch 149/500 255/255 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9299 Epoch 150/500 255/255 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9298 Epoch 151/500 255/255 [==============================] - 0s 407us/step - loss: 0.1924 - accuracy: 0.9298 Epoch 152/500 255/255 [==============================] - 0s 338us/step - loss: 0.1922 - accuracy: 0.9296 Epoch 153/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9297 Epoch 154/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9298 Epoch 155/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9293 Epoch 156/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9296 Epoch 157/500 255/255 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 158/500 255/255 [==============================] - 0s 325us/step - loss: 0.1924 - accuracy: 0.9289 Epoch 159/500 255/255 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9294 Epoch 160/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9294 Epoch 161/500 255/255 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9296 Epoch 162/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9296 Epoch 163/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9297 Epoch 164/500 255/255 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9297 Epoch 165/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 166/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9294 Epoch 167/500 255/255 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9298 Epoch 168/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9297 Epoch 169/500 255/255 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9294 Epoch 170/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9296 Epoch 171/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9296 Epoch 172/500 255/255 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9298 Epoch 173/500 255/255 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9293 Epoch 174/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9296 Epoch 175/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 176/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9296 Epoch 177/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9294 Epoch 178/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9294 Epoch 179/500 255/255 [==============================] - 0s 328us/step - loss: 0.1920 - accuracy: 0.9293 Epoch 180/500 255/255 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9294 Epoch 181/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9297 Epoch 182/500 255/255 [==============================] - 0s 350us/step - loss: 0.1917 - accuracy: 0.9297 Epoch 183/500 255/255 [==============================] - 0s 375us/step - loss: 0.1919 - accuracy: 0.9298 Epoch 184/500 255/255 [==============================] - 0s 368us/step - loss: 0.1916 - accuracy: 0.9293 Epoch 185/500 255/255 [==============================] - 0s 371us/step - loss: 0.1919 - accuracy: 0.9296 Epoch 186/500 255/255 [==============================] - 0s 376us/step - loss: 0.1918 - accuracy: 0.9292 Epoch 187/500 255/255 [==============================] - 0s 340us/step - loss: 0.1920 - accuracy: 0.9296 Epoch 188/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9292 Epoch 189/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9294 Epoch 190/500 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9296 Epoch 191/500 255/255 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9298 Epoch 192/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9299 Epoch 193/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9296 Epoch 194/500 255/255 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9294 Epoch 195/500 255/255 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9293 Epoch 196/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9294 Epoch 197/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9293 Epoch 198/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9294 Epoch 199/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9294 Epoch 200/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9289 Epoch 201/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9298 Epoch 202/500 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9299 Epoch 203/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9294 Epoch 204/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9292 Epoch 205/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9296 Epoch 206/500 255/255 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9296 Epoch 207/500 255/255 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9293 Epoch 208/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9292 Epoch 209/500 255/255 [==============================] - 0s 338us/step - loss: 0.1917 - accuracy: 0.9299 Epoch 210/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9296 Epoch 211/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9297 Epoch 212/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9294 Epoch 213/500 255/255 [==============================] - 0s 336us/step - loss: 0.1916 - accuracy: 0.9297 Epoch 214/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9299 Epoch 215/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9289 Epoch 216/500 255/255 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9293 Epoch 217/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 218/500 255/255 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9294 Epoch 219/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 220/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 221/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9293 Epoch 222/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9297 Epoch 223/500 255/255 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 224/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9296 Epoch 225/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9298 Epoch 226/500 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9294 Epoch 227/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9292 Epoch 228/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9298 Epoch 229/500 255/255 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9298 Epoch 230/500 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9296 Epoch 231/500 255/255 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9296 Epoch 232/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 233/500 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9297 Epoch 234/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9294 Epoch 235/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9296 Epoch 236/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9296 Epoch 237/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 238/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9296 Epoch 239/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 240/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 241/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 242/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9289 Epoch 243/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 244/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 245/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 246/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9294 Epoch 247/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 248/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 249/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 250/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 251/500 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9294 Epoch 252/500 255/255 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9294 Epoch 253/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 254/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9296 Epoch 255/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 256/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9294 Epoch 257/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9293 Epoch 258/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 259/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 260/500 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 261/500 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 262/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 263/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9299 Epoch 264/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 265/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9297 Epoch 266/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9298 Epoch 267/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9298 Epoch 268/500 255/255 [==============================] - 0s 339us/step - loss: 0.1913 - accuracy: 0.9298 Epoch 269/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 270/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9301 Epoch 271/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 272/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9299 Epoch 273/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 274/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 275/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 276/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 277/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 278/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9301 Epoch 279/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 280/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 281/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 282/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9297 Epoch 283/500 255/255 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9298 Epoch 284/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 285/500 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9296 Epoch 286/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 287/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 288/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 289/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 290/500 255/255 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 291/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 292/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 293/500 255/255 [==============================] - 0s 326us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 294/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 295/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 296/500 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 297/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 298/500 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9299 Epoch 299/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 300/500 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 301/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9299 Epoch 302/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 303/500 255/255 [==============================] - 0s 325us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 304/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 305/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 306/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 307/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 308/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 309/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 310/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9299 Epoch 311/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 312/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 313/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 314/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 315/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 316/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 317/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 318/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 319/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 320/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 321/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 322/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 323/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 324/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 325/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 326/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 327/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 328/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 329/500 255/255 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 330/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 331/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 332/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 333/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9302 Epoch 334/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 335/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 336/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 337/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9299 Epoch 338/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 339/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 340/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 341/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 342/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9301 Epoch 343/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 344/500 255/255 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 345/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9298 Epoch 346/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 347/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 348/500 255/255 [==============================] - 0s 325us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 349/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9298 Epoch 350/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 351/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9301 Epoch 352/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 353/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 354/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 355/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 356/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9298 Epoch 357/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 358/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 359/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 360/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9302 Epoch 361/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 362/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 363/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 364/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 365/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9301 Epoch 366/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 367/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 368/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 369/500 255/255 [==============================] - 0s 338us/step - loss: 0.1908 - accuracy: 0.9299 Epoch 370/500 255/255 [==============================] - 0s 379us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 371/500 255/255 [==============================] - 0s 363us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 372/500 255/255 [==============================] - 0s 369us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 373/500 255/255 [==============================] - 0s 382us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 374/500 255/255 [==============================] - 0s 340us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 375/500 255/255 [==============================] - 0s 341us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 376/500 255/255 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9303 Epoch 377/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 378/500 255/255 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 379/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 380/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9302 Epoch 381/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 382/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 383/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 384/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 385/500 255/255 [==============================] - 0s 411us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 386/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 387/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 388/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 389/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9297 Epoch 390/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9298 Epoch 391/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 392/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 393/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 394/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 395/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 396/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9298 Epoch 397/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 398/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 399/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 400/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 401/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 402/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 403/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 404/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 405/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 406/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 407/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 408/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 409/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 410/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 411/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9298 Epoch 412/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 413/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 414/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 415/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9301 Epoch 416/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 417/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 418/500 255/255 [==============================] - 0s 325us/step - loss: 0.1908 - accuracy: 0.9302 Epoch 419/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9299 Epoch 420/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 421/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 422/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 423/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 424/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 425/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 426/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 427/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9302 Epoch 428/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9298 Epoch 429/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 430/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9296 Epoch 431/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 432/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 433/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 434/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9302 Epoch 435/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 436/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9303 Epoch 437/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 438/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 439/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9301 Epoch 440/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 441/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 443/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 444/500 255/255 [==============================] - 0s 338us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 445/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9302 Epoch 446/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9298 Epoch 447/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9299 Epoch 448/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 449/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 450/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 451/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9301 Epoch 453/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 454/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 455/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 456/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 457/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 458/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 459/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 460/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 461/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 462/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 463/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 464/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 465/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 466/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 467/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 468/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 469/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 470/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9302 Epoch 471/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 472/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 473/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 474/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 475/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 476/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 477/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9302 Epoch 478/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 479/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 480/500 255/255 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 481/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 482/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 483/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 484/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 485/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 486/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 487/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 488/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 489/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 490/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 491/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 492/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 493/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 494/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 495/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 496/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 497/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 498/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 499/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 500/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9305 29/29 [==============================] - 0s 301us/step Epoch 1/500 255/255 [==============================] - 0s 375us/step - loss: 0.4634 - accuracy: 0.9285 Epoch 2/500 255/255 [==============================] - 0s 330us/step - loss: 0.2127 - accuracy: 0.9294 Epoch 3/500 255/255 [==============================] - 0s 329us/step - loss: 0.2051 - accuracy: 0.9294 Epoch 4/500 255/255 [==============================] - 0s 332us/step - loss: 0.2023 - accuracy: 0.9294 Epoch 5/500 255/255 [==============================] - 0s 330us/step - loss: 0.2008 - accuracy: 0.9294 Epoch 6/500 255/255 [==============================] - 0s 331us/step - loss: 0.1998 - accuracy: 0.9294 Epoch 7/500 255/255 [==============================] - 0s 328us/step - loss: 0.1992 - accuracy: 0.9294 Epoch 8/500 255/255 [==============================] - 0s 329us/step - loss: 0.1987 - accuracy: 0.9294 Epoch 9/500 255/255 [==============================] - 0s 329us/step - loss: 0.1984 - accuracy: 0.9294 Epoch 10/500 255/255 [==============================] - 0s 327us/step - loss: 0.1980 - accuracy: 0.9294 Epoch 11/500 255/255 [==============================] - 0s 330us/step - loss: 0.1978 - accuracy: 0.9294 Epoch 12/500 255/255 [==============================] - 0s 329us/step - loss: 0.1976 - accuracy: 0.9294 Epoch 13/500 255/255 [==============================] - 0s 331us/step - loss: 0.1973 - accuracy: 0.9294 Epoch 14/500 255/255 [==============================] - 0s 331us/step - loss: 0.1972 - accuracy: 0.9294 Epoch 15/500 255/255 [==============================] - 0s 331us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 16/500 255/255 [==============================] - 0s 328us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 17/500 255/255 [==============================] - 0s 328us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 18/500 255/255 [==============================] - 0s 330us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 19/500 255/255 [==============================] - 0s 330us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 20/500 255/255 [==============================] - 0s 332us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 21/500 255/255 [==============================] - 0s 330us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 22/500 255/255 [==============================] - 0s 327us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 23/500 255/255 [==============================] - 0s 327us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 24/500 255/255 [==============================] - 0s 328us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 25/500 255/255 [==============================] - 0s 334us/step - loss: 0.1955 - accuracy: 0.9294 Epoch 26/500 255/255 [==============================] - 0s 331us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 27/500 255/255 [==============================] - 0s 327us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 28/500 255/255 [==============================] - 0s 327us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 29/500 255/255 [==============================] - 0s 336us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 30/500 255/255 [==============================] - 0s 329us/step - loss: 0.1948 - accuracy: 0.9294 Epoch 31/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 32/500 255/255 [==============================] - 0s 330us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 33/500 255/255 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 34/500 255/255 [==============================] - 0s 327us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 35/500 255/255 [==============================] - 0s 327us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 36/500 255/255 [==============================] - 0s 330us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 37/500 255/255 [==============================] - 0s 331us/step - loss: 0.1942 - accuracy: 0.9297 Epoch 38/500 255/255 [==============================] - 0s 329us/step - loss: 0.1942 - accuracy: 0.9297 Epoch 39/500 255/255 [==============================] - 0s 327us/step - loss: 0.1942 - accuracy: 0.9293 Epoch 40/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 41/500 255/255 [==============================] - 0s 329us/step - loss: 0.1943 - accuracy: 0.9298 Epoch 42/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 43/500 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9298 Epoch 44/500 255/255 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9299 Epoch 45/500 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 46/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9297 Epoch 47/500 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 48/500 255/255 [==============================] - 0s 325us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 49/500 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 50/500 255/255 [==============================] - 0s 327us/step - loss: 0.1936 - accuracy: 0.9306 Epoch 51/500 255/255 [==============================] - 0s 338us/step - loss: 0.1930 - accuracy: 0.9299 Epoch 52/500 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 53/500 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 54/500 255/255 [==============================] - 0s 349us/step - loss: 0.1933 - accuracy: 0.9306 Epoch 55/500 255/255 [==============================] - 0s 359us/step - loss: 0.1928 - accuracy: 0.9296 Epoch 56/500 255/255 [==============================] - 0s 353us/step - loss: 0.1932 - accuracy: 0.9304 Epoch 57/500 255/255 [==============================] - 0s 361us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 58/500 255/255 [==============================] - 0s 362us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 59/500 255/255 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9302 Epoch 60/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 61/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 62/500 255/255 [==============================] - 0s 335us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 63/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 64/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 65/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9303 Epoch 66/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9294 Epoch 67/500 255/255 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 68/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9296 Epoch 69/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 70/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9294 Epoch 71/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 72/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9296 Epoch 73/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9298 Epoch 74/500 255/255 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 75/500 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9304 Epoch 76/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9297 Epoch 77/500 255/255 [==============================] - 0s 327us/step - loss: 0.1924 - accuracy: 0.9297 Epoch 78/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 79/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9302 Epoch 80/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9296 Epoch 81/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9299 Epoch 82/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9296 Epoch 83/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9297 Epoch 84/500 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9296 Epoch 85/500 255/255 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9297 Epoch 86/500 255/255 [==============================] - 0s 327us/step - loss: 0.1921 - accuracy: 0.9298 Epoch 87/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 88/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9297 Epoch 89/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9302 Epoch 90/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9296 Epoch 91/500 255/255 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9303 Epoch 92/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9294 Epoch 93/500 255/255 [==============================] - 0s 327us/step - loss: 0.1919 - accuracy: 0.9298 Epoch 94/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 95/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 96/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 97/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 98/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 99/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9299 Epoch 100/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 101/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9306 Epoch 102/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9306 Epoch 103/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9299 Epoch 104/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9299 Epoch 105/500 255/255 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9299 Epoch 106/500 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9303 Epoch 107/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9298 Epoch 108/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9306 Epoch 109/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 110/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 111/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9294 Epoch 112/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 113/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 114/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 115/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 116/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9298 Epoch 117/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 118/500 255/255 [==============================] - 0s 407us/step - loss: 0.1913 - accuracy: 0.9302 Epoch 119/500 255/255 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 120/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 121/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 122/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 124/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 125/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 126/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 127/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 128/500 255/255 [==============================] - 0s 326us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 129/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 130/500 255/255 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 131/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 132/500 255/255 [==============================] - 0s 325us/step - loss: 0.1908 - accuracy: 0.9306 Epoch 133/500 255/255 [==============================] - 0s 325us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 134/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 135/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 136/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 137/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9302 Epoch 138/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9302 Epoch 139/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9302 Epoch 140/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 141/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 142/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9304 Epoch 143/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9303 Epoch 144/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9301 Epoch 145/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9306 Epoch 146/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 147/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 148/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 149/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 150/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9299 Epoch 151/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 152/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 153/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 154/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 155/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 156/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9302 Epoch 157/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 158/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 159/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 160/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 161/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 162/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9299 Epoch 163/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9306 Epoch 164/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9298 Epoch 165/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9306 Epoch 166/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 167/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 168/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 169/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 170/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 171/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9302 Epoch 172/500 255/255 [==============================] - 0s 348us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 173/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9306 Epoch 174/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9297 Epoch 175/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 176/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 177/500 255/255 [==============================] - 0s 338us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 178/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9302 Epoch 179/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 180/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 181/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 182/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 183/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 184/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 185/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 186/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9297 Epoch 187/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 188/500 255/255 [==============================] - 0s 326us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 189/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 190/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 191/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 192/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9306 Epoch 193/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 194/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 195/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 196/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 197/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 198/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 199/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 200/500 255/255 [==============================] - 0s 325us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 201/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 202/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 203/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9298 Epoch 204/500 255/255 [==============================] - 0s 325us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 205/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 206/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 207/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9302 Epoch 208/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 209/500 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 210/500 255/255 [==============================] - 0s 327us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 211/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 212/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9306 Epoch 213/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 214/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 215/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 216/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 217/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 218/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 219/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9317 Epoch 220/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 221/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 222/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9319 Epoch 223/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9320 Epoch 224/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9317 Epoch 225/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 226/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9326 Epoch 227/500 255/255 [==============================] - 0s 325us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 228/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9318 Epoch 229/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 230/500 255/255 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 231/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 232/500 255/255 [==============================] - 0s 327us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 233/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9318 Epoch 234/500 255/255 [==============================] - 0s 325us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 235/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9314 Epoch 236/500 255/255 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9319 Epoch 237/500 255/255 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 238/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 239/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 240/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9326 Epoch 241/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 242/500 255/255 [==============================] - 0s 363us/step - loss: 0.1890 - accuracy: 0.9322 Epoch 243/500 255/255 [==============================] - 0s 483us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 244/500 255/255 [==============================] - 0s 383us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 245/500 255/255 [==============================] - 0s 384us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 246/500 255/255 [==============================] - 0s 342us/step - loss: 0.1892 - accuracy: 0.9310 Epoch 247/500 255/255 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9318 Epoch 248/500 255/255 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 249/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 250/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9313 Epoch 251/500 255/255 [==============================] - 0s 327us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 252/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9329 Epoch 253/500 255/255 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9317 Epoch 254/500 255/255 [==============================] - 0s 334us/step - loss: 0.1890 - accuracy: 0.9315 Epoch 255/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9325 Epoch 256/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9324 Epoch 257/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9322 Epoch 258/500 255/255 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9314 Epoch 259/500 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9320 Epoch 260/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9317 Epoch 261/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9319 Epoch 262/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9328 Epoch 263/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9328 Epoch 264/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9317 Epoch 265/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 266/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9319 Epoch 267/500 255/255 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9322 Epoch 268/500 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9324 Epoch 269/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9324 Epoch 270/500 255/255 [==============================] - 0s 327us/step - loss: 0.1888 - accuracy: 0.9324 Epoch 271/500 255/255 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9318 Epoch 272/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9323 Epoch 273/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 274/500 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9315 Epoch 275/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9322 Epoch 276/500 255/255 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 277/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9324 Epoch 278/500 255/255 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9324 Epoch 279/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9320 Epoch 280/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9325 Epoch 281/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9315 Epoch 282/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 283/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9320 Epoch 284/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9318 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9322 Epoch 286/500 255/255 [==============================] - 0s 328us/step - loss: 0.1888 - accuracy: 0.9322 Epoch 287/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 288/500 255/255 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 289/500 255/255 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9326 Epoch 290/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9323 Epoch 291/500 255/255 [==============================] - 0s 329us/step - loss: 0.1887 - accuracy: 0.9323 Epoch 292/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9324 Epoch 293/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9323 Epoch 294/500 255/255 [==============================] - 0s 339us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 295/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9324 Epoch 296/500 255/255 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9325 Epoch 297/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9319 Epoch 298/500 255/255 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 299/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9328 Epoch 300/500 255/255 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 301/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 302/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9326 Epoch 303/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 304/500 255/255 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9324 Epoch 305/500 255/255 [==============================] - 0s 328us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 306/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9320 Epoch 307/500 255/255 [==============================] - 0s 328us/step - loss: 0.1883 - accuracy: 0.9322 Epoch 308/500 255/255 [==============================] - 0s 325us/step - loss: 0.1886 - accuracy: 0.9326 Epoch 309/500 255/255 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 310/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9328 Epoch 311/500 255/255 [==============================] - 0s 326us/step - loss: 0.1882 - accuracy: 0.9322 Epoch 312/500 255/255 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9323 Epoch 313/500 255/255 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9324 Epoch 314/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9322 Epoch 315/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9326 Epoch 316/500 255/255 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9315 Epoch 317/500 255/255 [==============================] - 0s 337us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 318/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 319/500 255/255 [==============================] - 0s 327us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 320/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9322 Epoch 321/500 255/255 [==============================] - 0s 327us/step - loss: 0.1887 - accuracy: 0.9324 Epoch 322/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9325 Epoch 323/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9324 Epoch 324/500 255/255 [==============================] - 0s 330us/step - loss: 0.1880 - accuracy: 0.9326 Epoch 325/500 255/255 [==============================] - 0s 329us/step - loss: 0.1880 - accuracy: 0.9319 Epoch 326/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9325 Epoch 327/500 255/255 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9323 Epoch 328/500 255/255 [==============================] - 0s 326us/step - loss: 0.1883 - accuracy: 0.9328 Epoch 329/500 255/255 [==============================] - 0s 327us/step - loss: 0.1884 - accuracy: 0.9322 Epoch 330/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9320 Epoch 331/500 255/255 [==============================] - 0s 325us/step - loss: 0.1884 - accuracy: 0.9319 Epoch 332/500 255/255 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9322 Epoch 333/500 255/255 [==============================] - 0s 336us/step - loss: 0.1881 - accuracy: 0.9331 Epoch 334/500 255/255 [==============================] - 0s 327us/step - loss: 0.1882 - accuracy: 0.9326 Epoch 335/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9330 Epoch 336/500 255/255 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9324 Epoch 337/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9319 Epoch 338/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9319 Epoch 339/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9323 Epoch 340/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9325 Epoch 341/500 255/255 [==============================] - 0s 327us/step - loss: 0.1882 - accuracy: 0.9329 Epoch 342/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9323 Epoch 343/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9323 Epoch 344/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9313 Epoch 345/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9319 Epoch 346/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9318 Epoch 347/500 255/255 [==============================] - 0s 327us/step - loss: 0.1883 - accuracy: 0.9320 Epoch 348/500 255/255 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9323 Epoch 349/500 255/255 [==============================] - 0s 326us/step - loss: 0.1880 - accuracy: 0.9328 Epoch 350/500 255/255 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9326 Epoch 351/500 255/255 [==============================] - 0s 325us/step - loss: 0.1882 - accuracy: 0.9328 Epoch 352/500 255/255 [==============================] - 0s 325us/step - loss: 0.1884 - accuracy: 0.9318 Epoch 353/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9324 Epoch 354/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9324 Epoch 355/500 255/255 [==============================] - 0s 323us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 356/500 255/255 [==============================] - 0s 329us/step - loss: 0.1880 - accuracy: 0.9324 Epoch 357/500 255/255 [==============================] - 0s 326us/step - loss: 0.1885 - accuracy: 0.9328 Epoch 358/500 255/255 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9328 Epoch 359/500 255/255 [==============================] - 0s 328us/step - loss: 0.1883 - accuracy: 0.9328 Epoch 360/500 255/255 [==============================] - 0s 327us/step - loss: 0.1880 - accuracy: 0.9330 Epoch 361/500 255/255 [==============================] - 0s 325us/step - loss: 0.1881 - accuracy: 0.9320 Epoch 362/500 255/255 [==============================] - 0s 327us/step - loss: 0.1882 - accuracy: 0.9326 Epoch 363/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9320 Epoch 364/500 255/255 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9320 Epoch 365/500 255/255 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9330 Epoch 366/500 255/255 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9323 Epoch 367/500 255/255 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9319 Epoch 368/500 255/255 [==============================] - 0s 330us/step - 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[==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9319 Epoch 379/500 255/255 [==============================] - 0s 327us/step - loss: 0.1880 - accuracy: 0.9326 Epoch 380/500 255/255 [==============================] - 0s 331us/step - loss: 0.1881 - accuracy: 0.9317 Epoch 381/500 255/255 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9326 Epoch 382/500 255/255 [==============================] - 0s 324us/step - loss: 0.1882 - accuracy: 0.9324 Epoch 383/500 255/255 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9323 Epoch 384/500 255/255 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9324 Epoch 385/500 255/255 [==============================] - 0s 327us/step - loss: 0.1880 - accuracy: 0.9325 Epoch 386/500 255/255 [==============================] - 0s 330us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 387/500 255/255 [==============================] - 0s 334us/step - loss: 0.1878 - accuracy: 0.9328 Epoch 388/500 255/255 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9323 Epoch 389/500 255/255 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9329 Epoch 390/500 255/255 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9325 Epoch 391/500 255/255 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9324 Epoch 392/500 255/255 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9324 Epoch 393/500 255/255 [==============================] - 0s 329us/step - loss: 0.1878 - accuracy: 0.9328 Epoch 394/500 255/255 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9326 Epoch 395/500 255/255 [==============================] - 0s 327us/step - loss: 0.1881 - accuracy: 0.9324 Epoch 396/500 255/255 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9323 Epoch 397/500 255/255 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9330 Epoch 398/500 255/255 [==============================] - 0s 329us/step - loss: 0.1880 - accuracy: 0.9333 Epoch 399/500 255/255 [==============================] - 0s 325us/step - loss: 0.1877 - accuracy: 0.9323 Epoch 400/500 255/255 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 401/500 255/255 [==============================] - 0s 325us/step - loss: 0.1878 - accuracy: 0.9322 Epoch 402/500 255/255 [==============================] - 0s 331us/step - loss: 0.1879 - accuracy: 0.9324 Epoch 403/500 255/255 [==============================] - 0s 328us/step - loss: 0.1880 - accuracy: 0.9320 Epoch 404/500 255/255 [==============================] - 0s 328us/step - loss: 0.1881 - accuracy: 0.9322 Epoch 405/500 255/255 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9312 Epoch 406/500 255/255 [==============================] - 0s 329us/step - loss: 0.1879 - accuracy: 0.9318 Epoch 407/500 255/255 [==============================] - 0s 330us/step - loss: 0.1879 - accuracy: 0.9330 Epoch 408/500 255/255 [==============================] - 0s 326us/step - loss: 0.1876 - accuracy: 0.9318 Epoch 409/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9324 Epoch 410/500 255/255 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9324 Epoch 411/500 255/255 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9318 Epoch 412/500 255/255 [==============================] - 0s 334us/step - loss: 0.1878 - accuracy: 0.9336 Epoch 413/500 255/255 [==============================] - 0s 343us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 414/500 255/255 [==============================] - 0s 326us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 415/500 255/255 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9329 Epoch 416/500 255/255 [==============================] - 0s 328us/step - loss: 0.1879 - accuracy: 0.9325 Epoch 417/500 255/255 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9314 Epoch 418/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9329 Epoch 419/500 255/255 [==============================] - 0s 332us/step - loss: 0.1878 - accuracy: 0.9315 Epoch 420/500 255/255 [==============================] - 0s 328us/step - loss: 0.1878 - accuracy: 0.9320 Epoch 421/500 255/255 [==============================] - 0s 331us/step - loss: 0.1878 - accuracy: 0.9326 Epoch 422/500 255/255 [==============================] - 0s 329us/step - loss: 0.1878 - accuracy: 0.9324 Epoch 423/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9322 Epoch 424/500 255/255 [==============================] - 0s 329us/step - loss: 0.1878 - accuracy: 0.9330 Epoch 425/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9319 Epoch 426/500 255/255 [==============================] - 0s 331us/step - loss: 0.1877 - accuracy: 0.9336 Epoch 427/500 255/255 [==============================] - 0s 332us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 428/500 255/255 [==============================] - 0s 326us/step - loss: 0.1875 - accuracy: 0.9334 Epoch 429/500 255/255 [==============================] - 0s 348us/step - loss: 0.1878 - accuracy: 0.9322 Epoch 430/500 255/255 [==============================] - 0s 407us/step - loss: 0.1879 - accuracy: 0.9322 Epoch 431/500 255/255 [==============================] - 0s 395us/step - loss: 0.1877 - accuracy: 0.9325 Epoch 432/500 255/255 [==============================] - 0s 362us/step - loss: 0.1877 - accuracy: 0.9326 Epoch 433/500 255/255 [==============================] - 0s 369us/step - loss: 0.1875 - accuracy: 0.9325 Epoch 434/500 255/255 [==============================] - 0s 333us/step - loss: 0.1877 - accuracy: 0.9325 Epoch 435/500 255/255 [==============================] - 0s 340us/step - loss: 0.1876 - accuracy: 0.9322 Epoch 436/500 255/255 [==============================] - 0s 420us/step - loss: 0.1875 - accuracy: 0.9324 Epoch 437/500 255/255 [==============================] - 0s 348us/step - loss: 0.1878 - accuracy: 0.9329 Epoch 438/500 255/255 [==============================] - 0s 339us/step - loss: 0.1875 - accuracy: 0.9320 Epoch 439/500 255/255 [==============================] - 0s 336us/step - loss: 0.1874 - accuracy: 0.9331 Epoch 440/500 255/255 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9328 Epoch 441/500 255/255 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9325 Epoch 442/500 255/255 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9326 Epoch 443/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9317 Epoch 444/500 255/255 [==============================] - 0s 335us/step - loss: 0.1875 - accuracy: 0.9330 Epoch 445/500 255/255 [==============================] - 0s 334us/step - loss: 0.1876 - accuracy: 0.9325 Epoch 446/500 255/255 [==============================] - 0s 327us/step - loss: 0.1875 - accuracy: 0.9323 Epoch 447/500 255/255 [==============================] - 0s 331us/step - loss: 0.1876 - accuracy: 0.9325 Epoch 448/500 255/255 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9326 Epoch 449/500 255/255 [==============================] - 0s 327us/step - loss: 0.1876 - accuracy: 0.9326 Epoch 450/500 255/255 [==============================] - 0s 327us/step - loss: 0.1876 - accuracy: 0.9329 Epoch 451/500 255/255 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9328 Epoch 452/500 255/255 [==============================] - 0s 325us/step - loss: 0.1880 - accuracy: 0.9319 Epoch 453/500 255/255 [==============================] - 0s 326us/step - loss: 0.1876 - accuracy: 0.9314 Epoch 454/500 255/255 [==============================] - 0s 323us/step - loss: 0.1876 - accuracy: 0.9324 Epoch 455/500 255/255 [==============================] - 0s 324us/step - loss: 0.1874 - accuracy: 0.9330 Epoch 456/500 255/255 [==============================] - 0s 326us/step - loss: 0.1874 - accuracy: 0.9328 Epoch 457/500 255/255 [==============================] - 0s 324us/step - loss: 0.1874 - accuracy: 0.9325 Epoch 458/500 255/255 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9322 Epoch 459/500 255/255 [==============================] - 0s 329us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 460/500 255/255 [==============================] - 0s 326us/step - loss: 0.1877 - accuracy: 0.9331 Epoch 461/500 255/255 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9326 Epoch 462/500 255/255 [==============================] - 0s 331us/step - loss: 0.1875 - accuracy: 0.9328 Epoch 463/500 255/255 [==============================] - 0s 326us/step - loss: 0.1874 - accuracy: 0.9322 Epoch 464/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9329 Epoch 465/500 255/255 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9324 Epoch 466/500 255/255 [==============================] - 0s 326us/step - loss: 0.1873 - accuracy: 0.9326 Epoch 467/500 255/255 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9319 Epoch 468/500 255/255 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9330 Epoch 469/500 255/255 [==============================] - 0s 332us/step - loss: 0.1875 - accuracy: 0.9326 Epoch 470/500 255/255 [==============================] - 0s 333us/step - loss: 0.1874 - accuracy: 0.9331 Epoch 471/500 255/255 [==============================] - 0s 412us/step - loss: 0.1875 - accuracy: 0.9323 Epoch 472/500 255/255 [==============================] - 0s 333us/step - loss: 0.1874 - accuracy: 0.9324 Epoch 473/500 255/255 [==============================] - 0s 332us/step - loss: 0.1878 - accuracy: 0.9329 Epoch 474/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9325 Epoch 475/500 255/255 [==============================] - 0s 330us/step - loss: 0.1879 - accuracy: 0.9319 Epoch 476/500 255/255 [==============================] - 0s 330us/step - loss: 0.1877 - accuracy: 0.9329 Epoch 477/500 255/255 [==============================] - 0s 330us/step - loss: 0.1876 - accuracy: 0.9331 Epoch 478/500 255/255 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9331 Epoch 479/500 255/255 [==============================] - 0s 330us/step - loss: 0.1877 - accuracy: 0.9326 Epoch 480/500 255/255 [==============================] - 0s 333us/step - loss: 0.1876 - accuracy: 0.9323 Epoch 481/500 255/255 [==============================] - 0s 333us/step - loss: 0.1874 - accuracy: 0.9320 Epoch 482/500 255/255 [==============================] - 0s 327us/step - loss: 0.1874 - accuracy: 0.9323 Epoch 483/500 255/255 [==============================] - 0s 328us/step - loss: 0.1876 - accuracy: 0.9330 Epoch 484/500 255/255 [==============================] - 0s 327us/step - loss: 0.1874 - accuracy: 0.9326 Epoch 485/500 255/255 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9319 Epoch 486/500 255/255 [==============================] - 0s 329us/step - loss: 0.1874 - accuracy: 0.9323 Epoch 487/500 255/255 [==============================] - 0s 330us/step - loss: 0.1875 - accuracy: 0.9329 Epoch 488/500 255/255 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9336 Epoch 489/500 255/255 [==============================] - 0s 327us/step - loss: 0.1874 - accuracy: 0.9335 Epoch 490/500 255/255 [==============================] - 0s 330us/step - loss: 0.1874 - accuracy: 0.9326 Epoch 491/500 255/255 [==============================] - 0s 327us/step - loss: 0.1873 - accuracy: 0.9331 Epoch 492/500 255/255 [==============================] - 0s 327us/step - loss: 0.1872 - accuracy: 0.9326 Epoch 493/500 255/255 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9336 Epoch 494/500 255/255 [==============================] - 0s 328us/step - loss: 0.1875 - accuracy: 0.9329 Epoch 495/500 255/255 [==============================] - 0s 329us/step - loss: 0.1875 - accuracy: 0.9322 Epoch 496/500 255/255 [==============================] - 0s 333us/step - loss: 0.1875 - accuracy: 0.9334 Epoch 497/500 255/255 [==============================] - 0s 330us/step - loss: 0.1873 - accuracy: 0.9329 Epoch 498/500 255/255 [==============================] - 0s 326us/step - loss: 0.1873 - accuracy: 0.9330 Epoch 499/500 255/255 [==============================] - 0s 328us/step - loss: 0.1874 - accuracy: 0.9323 Epoch 500/500 255/255 [==============================] - 0s 330us/step - loss: 0.1870 - accuracy: 0.9333 29/29 [==============================] - 0s 314us/step Epoch 1/500 255/255 [==============================] - 0s 380us/step - loss: 0.5037 - accuracy: 0.9282 Epoch 2/500 255/255 [==============================] - 0s 337us/step - loss: 0.2177 - accuracy: 0.9307 Epoch 3/500 255/255 [==============================] - 0s 330us/step - loss: 0.2029 - accuracy: 0.9307 Epoch 4/500 255/255 [==============================] - 0s 331us/step - loss: 0.1998 - accuracy: 0.9307 Epoch 5/500 255/255 [==============================] - 0s 331us/step - loss: 0.1978 - accuracy: 0.9307 Epoch 6/500 255/255 [==============================] - 0s 328us/step - loss: 0.1964 - accuracy: 0.9307 Epoch 7/500 255/255 [==============================] - 0s 331us/step - loss: 0.1957 - accuracy: 0.9307 Epoch 8/500 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9307 Epoch 9/500 255/255 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9307 Epoch 10/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9307 Epoch 11/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9307 Epoch 12/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 13/500 255/255 [==============================] - 0s 330us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 14/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9307 Epoch 15/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9307 Epoch 16/500 255/255 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 17/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 18/500 255/255 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 19/500 255/255 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 20/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 21/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 22/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 23/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 24/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 25/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 26/500 255/255 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 27/500 255/255 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 28/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 29/500 255/255 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 30/500 255/255 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 31/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 32/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 33/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 34/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 35/500 255/255 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 36/500 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 37/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 38/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 39/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 40/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 41/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 42/500 255/255 [==============================] - 0s 337us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 43/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 44/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 45/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 46/500 255/255 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 47/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 48/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 49/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 50/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 51/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 52/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 53/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 54/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9305 Epoch 55/500 255/255 [==============================] - 0s 339us/step - loss: 0.1908 - accuracy: 0.9302 Epoch 56/500 255/255 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 57/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 58/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 59/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 60/500 255/255 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 61/500 255/255 [==============================] - 0s 340us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 62/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 63/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 64/500 255/255 [==============================] - 0s 341us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 65/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 66/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 67/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 68/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 69/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 70/500 255/255 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 71/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 72/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 73/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 74/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 75/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 76/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 77/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 78/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 79/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9317 Epoch 80/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 81/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 82/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9319 Epoch 83/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 84/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9317 Epoch 85/500 255/255 [==============================] - 0s 338us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 86/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 87/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 88/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 89/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 90/500 255/255 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 91/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 92/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9317 Epoch 93/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 94/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9315 Epoch 95/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 96/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 97/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 98/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9315 Epoch 99/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 100/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9317 Epoch 101/500 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9318 Epoch 102/500 255/255 [==============================] - 0s 340us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 103/500 255/255 [==============================] - 0s 328us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 104/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 105/500 255/255 [==============================] - 0s 332us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 106/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 107/500 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9315 Epoch 108/500 255/255 [==============================] - 0s 336us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 109/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 110/500 255/255 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9317 Epoch 111/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9305 Epoch 112/500 255/255 [==============================] - 0s 349us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 113/500 255/255 [==============================] - 0s 363us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 114/500 255/255 [==============================] - 0s 380us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 115/500 255/255 [==============================] - 0s 403us/step - loss: 0.1893 - accuracy: 0.9313 Epoch 116/500 255/255 [==============================] - 0s 380us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 117/500 255/255 [==============================] - 0s 340us/step - loss: 0.1892 - accuracy: 0.9312 Epoch 118/500 255/255 [==============================] - 0s 336us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 119/500 255/255 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 120/500 255/255 [==============================] - 0s 335us/step - loss: 0.1892 - accuracy: 0.9309 Epoch 121/500 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 122/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 123/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 124/500 255/255 [==============================] - 0s 355us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 125/500 255/255 [==============================] - 0s 339us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 126/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 127/500 255/255 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 128/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 129/500 255/255 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 130/500 255/255 [==============================] - 0s 337us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 131/500 255/255 [==============================] - 0s 341us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 132/500 255/255 [==============================] - 0s 337us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 133/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 134/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 135/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 136/500 255/255 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 137/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9314 Epoch 138/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 139/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 140/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9312 Epoch 141/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 142/500 255/255 [==============================] - 0s 338us/step - loss: 0.1890 - accuracy: 0.9309 Epoch 143/500 255/255 [==============================] - 0s 335us/step - loss: 0.1890 - accuracy: 0.9313 Epoch 144/500 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9315 Epoch 145/500 255/255 [==============================] - 0s 339us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 146/500 255/255 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 147/500 255/255 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9310 Epoch 148/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9314 Epoch 149/500 255/255 [==============================] - 0s 334us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 150/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9310 Epoch 151/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 152/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 153/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 154/500 255/255 [==============================] - 0s 332us/step - loss: 0.1890 - accuracy: 0.9308 Epoch 155/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9309 Epoch 156/500 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 157/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 158/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 159/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 160/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9314 Epoch 161/500 255/255 [==============================] - 0s 335us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 162/500 255/255 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 163/500 255/255 [==============================] - 0s 334us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 164/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 165/500 255/255 [==============================] - 0s 334us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 166/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 167/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 168/500 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 169/500 255/255 [==============================] - 0s 337us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 170/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 171/500 255/255 [==============================] - 0s 335us/step - loss: 0.1887 - accuracy: 0.9313 Epoch 172/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9317 Epoch 173/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 174/500 255/255 [==============================] - 0s 339us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 175/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 176/500 255/255 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9307 Epoch 177/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 178/500 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 179/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 180/500 255/255 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 181/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 182/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 183/500 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9318 Epoch 184/500 255/255 [==============================] - 0s 327us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 185/500 255/255 [==============================] - 0s 328us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 186/500 255/255 [==============================] - 0s 334us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 187/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 188/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 189/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 190/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9312 Epoch 191/500 255/255 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9313 Epoch 192/500 255/255 [==============================] - 0s 335us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 193/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 194/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 195/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 196/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 197/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 198/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 199/500 255/255 [==============================] - 0s 334us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 200/500 255/255 [==============================] - 0s 330us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 201/500 255/255 [==============================] - 0s 342us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 202/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 203/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 204/500 255/255 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 205/500 255/255 [==============================] - 0s 337us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 206/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 207/500 255/255 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9310 Epoch 208/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 209/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 210/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9305 Epoch 211/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 212/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 213/500 255/255 [==============================] - 0s 335us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 214/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9304 Epoch 215/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 216/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 217/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 218/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 219/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 220/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 221/500 255/255 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 222/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9309 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9302 Epoch 224/500 255/255 [==============================] - 0s 337us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 225/500 255/255 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 226/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 227/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 228/500 255/255 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 229/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 230/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 231/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 232/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 233/500 255/255 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 234/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 235/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9314 Epoch 236/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9303 Epoch 237/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 238/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 239/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 240/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 241/500 255/255 [==============================] - 0s 338us/step - loss: 0.1883 - accuracy: 0.9303 Epoch 242/500 255/255 [==============================] - 0s 335us/step - loss: 0.1887 - accuracy: 0.9309 Epoch 243/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 244/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 245/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 246/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 247/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 248/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 249/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 250/500 255/255 [==============================] - 0s 341us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 251/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 252/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 253/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 254/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 255/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 256/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 257/500 255/255 [==============================] - 0s 334us/step - 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[==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 268/500 255/255 [==============================] - 0s 336us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 269/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 270/500 255/255 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 271/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 272/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 273/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9303 Epoch 274/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 275/500 255/255 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 276/500 255/255 [==============================] - 0s 333us/step - 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[==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 287/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9310 Epoch 288/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 289/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 290/500 255/255 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 291/500 255/255 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 292/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 293/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 294/500 255/255 [==============================] - 0s 347us/step - loss: 0.1884 - accuracy: 0.9303 Epoch 295/500 255/255 [==============================] - 0s 333us/step - 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[==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 306/500 255/255 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 307/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 308/500 255/255 [==============================] - 0s 334us/step - loss: 0.1881 - accuracy: 0.9307 Epoch 309/500 255/255 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 310/500 255/255 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 311/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9301 Epoch 312/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 313/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 314/500 255/255 [==============================] - 0s 338us/step - 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[==============================] - 0s 332us/step - loss: 0.1882 - accuracy: 0.9304 Epoch 325/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 326/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 327/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 328/500 255/255 [==============================] - 0s 335us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 329/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 330/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 331/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 332/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 333/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 334/500 255/255 [==============================] - 0s 336us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 335/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 336/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 337/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 338/500 255/255 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9308 Epoch 339/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 340/500 255/255 [==============================] - 0s 338us/step - loss: 0.1882 - accuracy: 0.9303 Epoch 341/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 342/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 343/500 255/255 [==============================] - 0s 336us/step - loss: 0.1880 - accuracy: 0.9304 Epoch 344/500 255/255 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 345/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 346/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 347/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 348/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 349/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 350/500 255/255 [==============================] - 0s 332us/step - loss: 0.1880 - accuracy: 0.9309 Epoch 351/500 255/255 [==============================] - 0s 334us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 352/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9303 Epoch 353/500 255/255 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 354/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 355/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 356/500 255/255 [==============================] - 0s 334us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 357/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 358/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 359/500 255/255 [==============================] - 0s 335us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 360/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 361/500 255/255 [==============================] - 0s 337us/step - loss: 0.1881 - accuracy: 0.9313 Epoch 362/500 255/255 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 363/500 255/255 [==============================] - 0s 335us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 364/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 365/500 255/255 [==============================] - 0s 335us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 366/500 255/255 [==============================] - 0s 336us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 367/500 255/255 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 368/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 369/500 255/255 [==============================] - 0s 328us/step - loss: 0.1877 - accuracy: 0.9303 Epoch 370/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 371/500 255/255 [==============================] - 0s 334us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 372/500 255/255 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9303 Epoch 373/500 255/255 [==============================] - 0s 328us/step - loss: 0.1882 - accuracy: 0.9305 Epoch 374/500 255/255 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9312 Epoch 375/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 376/500 255/255 [==============================] - 0s 339us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 377/500 255/255 [==============================] - 0s 335us/step - loss: 0.1880 - accuracy: 0.9304 Epoch 378/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 379/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 380/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9312 Epoch 381/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 382/500 255/255 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 383/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9309 Epoch 384/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 385/500 255/255 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 386/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 387/500 255/255 [==============================] - 0s 334us/step - loss: 0.1883 - accuracy: 0.9303 Epoch 388/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 389/500 255/255 [==============================] - 0s 337us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 390/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 391/500 255/255 [==============================] - 0s 335us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 392/500 255/255 [==============================] - 0s 333us/step - loss: 0.1880 - accuracy: 0.9301 Epoch 393/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9308 Epoch 394/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 395/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 396/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 397/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 398/500 255/255 [==============================] - 0s 338us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 399/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9312 Epoch 400/500 255/255 [==============================] - 0s 330us/step - loss: 0.1881 - accuracy: 0.9314 Epoch 401/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 402/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 403/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 404/500 255/255 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 405/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9310 Epoch 406/500 255/255 [==============================] - 0s 330us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 407/500 255/255 [==============================] - 0s 330us/step - loss: 0.1883 - accuracy: 0.9301 Epoch 408/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 409/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 410/500 255/255 [==============================] - 0s 337us/step - loss: 0.1880 - accuracy: 0.9310 Epoch 411/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 412/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 413/500 255/255 [==============================] - 0s 332us/step - loss: 0.1881 - accuracy: 0.9308 Epoch 414/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 415/500 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 416/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 417/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 418/500 255/255 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 419/500 255/255 [==============================] - 0s 336us/step - loss: 0.1882 - accuracy: 0.9302 Epoch 420/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 421/500 255/255 [==============================] - 0s 331us/step - loss: 0.1882 - accuracy: 0.9308 Epoch 422/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9309 Epoch 423/500 255/255 [==============================] - 0s 329us/step - loss: 0.1882 - accuracy: 0.9313 Epoch 424/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9302 Epoch 425/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 426/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 427/500 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9303 Epoch 428/500 255/255 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9315 Epoch 429/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 430/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9302 Epoch 431/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 432/500 255/255 [==============================] - 0s 329us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 433/500 255/255 [==============================] - 0s 335us/step - loss: 0.1884 - accuracy: 0.9310 Epoch 434/500 255/255 [==============================] - 0s 345us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 435/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 436/500 255/255 [==============================] - 0s 337us/step - loss: 0.1883 - accuracy: 0.9301 Epoch 437/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 438/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 439/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 440/500 255/255 [==============================] - 0s 330us/step - loss: 0.1882 - accuracy: 0.9299 Epoch 441/500 255/255 [==============================] - 0s 333us/step - loss: 0.1880 - accuracy: 0.9304 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 443/500 255/255 [==============================] - 0s 332us/step - loss: 0.1876 - accuracy: 0.9301 Epoch 444/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 445/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9305 Epoch 446/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9304 Epoch 447/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 448/500 255/255 [==============================] - 0s 333us/step - loss: 0.1881 - accuracy: 0.9304 Epoch 449/500 255/255 [==============================] - 0s 436us/step - loss: 0.1884 - accuracy: 0.9303 Epoch 450/500 255/255 [==============================] - 0s 342us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 451/500 255/255 [==============================] - 0s 342us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 452/500 255/255 [==============================] - 0s 329us/step - loss: 0.1876 - accuracy: 0.9307 Epoch 453/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 454/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9308 Epoch 455/500 255/255 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 456/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 457/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 458/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 459/500 255/255 [==============================] - 0s 334us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 460/500 255/255 [==============================] - 0s 331us/step - loss: 0.1881 - accuracy: 0.9298 Epoch 461/500 255/255 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 462/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 463/500 255/255 [==============================] - 0s 335us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 464/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9308 Epoch 465/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9305 Epoch 466/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9303 Epoch 467/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9305 Epoch 468/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9308 Epoch 469/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 470/500 255/255 [==============================] - 0s 328us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 471/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9307 Epoch 472/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9303 Epoch 473/500 255/255 [==============================] - 0s 338us/step - loss: 0.1889 - accuracy: 0.9307 Epoch 474/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 475/500 255/255 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 476/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9303 Epoch 477/500 255/255 [==============================] - 0s 334us/step - loss: 0.1886 - accuracy: 0.9308 Epoch 478/500 255/255 [==============================] - 0s 328us/step - loss: 0.1886 - accuracy: 0.9310 Epoch 479/500 255/255 [==============================] - 0s 333us/step - loss: 0.1879 - accuracy: 0.9305 Epoch 480/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9304 Epoch 481/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9304 Epoch 482/500 255/255 [==============================] - 0s 337us/step - loss: 0.1883 - accuracy: 0.9302 Epoch 483/500 255/255 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9307 Epoch 484/500 255/255 [==============================] - 0s 357us/step - loss: 0.1884 - accuracy: 0.9303 Epoch 485/500 255/255 [==============================] - 0s 368us/step - loss: 0.1884 - accuracy: 0.9307 Epoch 486/500 255/255 [==============================] - 0s 374us/step - loss: 0.1885 - accuracy: 0.9308 Epoch 487/500 255/255 [==============================] - 0s 364us/step - loss: 0.1885 - accuracy: 0.9302 Epoch 488/500 255/255 [==============================] - 0s 372us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 489/500 255/255 [==============================] - 0s 341us/step - loss: 0.1885 - accuracy: 0.9309 Epoch 490/500 255/255 [==============================] - 0s 339us/step - loss: 0.1887 - accuracy: 0.9305 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9305 Epoch 492/500 255/255 [==============================] - 0s 340us/step - loss: 0.1884 - accuracy: 0.9304 Epoch 493/500 255/255 [==============================] - 0s 337us/step - loss: 0.1887 - accuracy: 0.9303 Epoch 494/500 255/255 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9303 Epoch 495/500 255/255 [==============================] - 0s 336us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 496/500 255/255 [==============================] - 0s 336us/step - loss: 0.1882 - accuracy: 0.9307 Epoch 497/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9307 Epoch 498/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9308 Epoch 499/500 255/255 [==============================] - 0s 338us/step - loss: 0.1886 - accuracy: 0.9301 Epoch 500/500 255/255 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9304 29/29 [==============================] - 0s 310us/step Epoch 1/500 255/255 [==============================] - 0s 377us/step - loss: 0.4607 - accuracy: 0.9283 Epoch 2/500 255/255 [==============================] - 0s 335us/step - loss: 0.2093 - accuracy: 0.9301 Epoch 3/500 255/255 [==============================] - 0s 333us/step - loss: 0.2014 - accuracy: 0.9301 Epoch 4/500 255/255 [==============================] - 0s 331us/step - loss: 0.1984 - accuracy: 0.9301 Epoch 5/500 255/255 [==============================] - 0s 332us/step - loss: 0.1970 - accuracy: 0.9301 Epoch 6/500 255/255 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9301 Epoch 7/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9301 Epoch 8/500 255/255 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9301 Epoch 9/500 255/255 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9301 Epoch 10/500 255/255 [==============================] - 0s 333us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 11/500 255/255 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 12/500 255/255 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9301 Epoch 13/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 14/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 15/500 255/255 [==============================] - 0s 338us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 16/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 17/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 18/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 19/500 255/255 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 20/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 21/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 22/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 23/500 255/255 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9301 Epoch 24/500 255/255 [==============================] - 0s 408us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 25/500 255/255 [==============================] - 0s 348us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 26/500 255/255 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 27/500 255/255 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 28/500 255/255 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 29/500 255/255 [==============================] - 0s 329us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 30/500 255/255 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 31/500 255/255 [==============================] - 0s 336us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 32/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 33/500 255/255 [==============================] - 0s 330us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 34/500 255/255 [==============================] - 0s 336us/step - loss: 0.1928 - accuracy: 0.9299 Epoch 35/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9304 Epoch 36/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 37/500 255/255 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 38/500 255/255 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9307 Epoch 39/500 255/255 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 40/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9302 Epoch 41/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 42/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 43/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 44/500 255/255 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 45/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 46/500 255/255 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9298 Epoch 47/500 255/255 [==============================] - 0s 341us/step - loss: 0.1922 - accuracy: 0.9303 Epoch 48/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9302 Epoch 49/500 255/255 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 50/500 255/255 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 51/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 52/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 53/500 255/255 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 54/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 55/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 56/500 255/255 [==============================] - 0s 327us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 57/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 58/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 59/500 255/255 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 60/500 255/255 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9301 Epoch 61/500 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9298 Epoch 62/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 63/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 64/500 255/255 [==============================] - 0s 326us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 65/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9302 Epoch 66/500 255/255 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9299 Epoch 67/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 68/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9302 Epoch 69/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9302 Epoch 70/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9302 Epoch 71/500 255/255 [==============================] - 0s 366us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 72/500 255/255 [==============================] - 0s 340us/step - loss: 0.1922 - accuracy: 0.9302 Epoch 73/500 255/255 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9296 Epoch 74/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9298 Epoch 75/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9301 Epoch 76/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 77/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 78/500 255/255 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 79/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9305 Epoch 80/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 81/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9301 Epoch 82/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 83/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9301 Epoch 84/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 85/500 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9298 Epoch 86/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 87/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 88/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9299 Epoch 89/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9304 Epoch 90/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 91/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 92/500 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9303 Epoch 93/500 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 94/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 95/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 96/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 97/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 98/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 99/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 100/500 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 101/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 102/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 103/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 104/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 105/500 255/255 [==============================] - 0s 410us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 106/500 255/255 [==============================] - 0s 341us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 107/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 108/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 109/500 255/255 [==============================] - 0s 340us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 110/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 111/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 112/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 113/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 114/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 115/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 116/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 117/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 118/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 119/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 120/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 121/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 122/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 124/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 125/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 126/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 127/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 128/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 129/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 130/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 131/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 132/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 133/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 134/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 135/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 136/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 137/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 138/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 139/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 140/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 141/500 255/255 [==============================] - 0s 326us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 142/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 143/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 144/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 145/500 255/255 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 146/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 147/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 148/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 149/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 150/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 151/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 152/500 255/255 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 153/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 154/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 155/500 255/255 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 156/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 157/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 158/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 159/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 160/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 161/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 162/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 163/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 164/500 255/255 [==============================] - 0s 339us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 165/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 166/500 255/255 [==============================] - 0s 359us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 167/500 255/255 [==============================] - 0s 372us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 168/500 255/255 [==============================] - 0s 369us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 169/500 255/255 [==============================] - 0s 395us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 170/500 255/255 [==============================] - 0s 384us/step - loss: 0.1909 - accuracy: 0.9320 Epoch 171/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 172/500 255/255 [==============================] - 0s 338us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 173/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 174/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 175/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 176/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 177/500 255/255 [==============================] - 0s 339us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 178/500 255/255 [==============================] - 0s 342us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 179/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 180/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 181/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 182/500 255/255 [==============================] - 0s 337us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 183/500 255/255 [==============================] - 0s 338us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 184/500 255/255 [==============================] - 0s 348us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 185/500 255/255 [==============================] - 0s 347us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 186/500 255/255 [==============================] - 0s 339us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 187/500 255/255 [==============================] - 0s 344us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 188/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 189/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 190/500 255/255 [==============================] - 0s 359us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 191/500 255/255 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 192/500 255/255 [==============================] - 0s 392us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 193/500 255/255 [==============================] - 0s 363us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 194/500 255/255 [==============================] - 0s 350us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 195/500 255/255 [==============================] - 0s 340us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 196/500 255/255 [==============================] - 0s 346us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 197/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 198/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 199/500 255/255 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 200/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 201/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 202/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 203/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 204/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 205/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 206/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 207/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 208/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 209/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 210/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 211/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 212/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 213/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 214/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 215/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 216/500 255/255 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 217/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 218/500 255/255 [==============================] - 0s 340us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 219/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 220/500 255/255 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 221/500 255/255 [==============================] - 0s 417us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 222/500 255/255 [==============================] - 0s 347us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 223/500 255/255 [==============================] - 0s 351us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 224/500 255/255 [==============================] - 0s 341us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 225/500 255/255 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 226/500 255/255 [==============================] - 0s 340us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 227/500 255/255 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 228/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 229/500 255/255 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 230/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 231/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 232/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 233/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 234/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 235/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 236/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 237/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 238/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 239/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 240/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 241/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 242/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 243/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 244/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 245/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 246/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 247/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 248/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 249/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 250/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 251/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 252/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 253/500 255/255 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 254/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 255/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 256/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9326 Epoch 257/500 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 258/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 259/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9324 Epoch 260/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9317 Epoch 261/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 262/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 263/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 264/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 265/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 266/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 267/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 268/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 269/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 270/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 271/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 272/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 273/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 274/500 255/255 [==============================] - 0s 323us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 275/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 276/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 277/500 255/255 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 278/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 279/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 280/500 255/255 [==============================] - 0s 341us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 281/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 282/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 283/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 284/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 285/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 286/500 255/255 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 287/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 288/500 255/255 [==============================] - 0s 324us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 289/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 290/500 255/255 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 291/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 292/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 293/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 294/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 295/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9324 Epoch 296/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 297/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 298/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 299/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 300/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 301/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 302/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9321 Epoch 303/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 304/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 305/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 306/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 307/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 308/500 255/255 [==============================] - 0s 349us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 309/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 310/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 311/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 312/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 313/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 314/500 255/255 [==============================] - 0s 323us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 315/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 316/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 317/500 255/255 [==============================] - 0s 324us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 318/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 319/500 255/255 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 320/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 321/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 322/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 323/500 255/255 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 324/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 325/500 255/255 [==============================] - 0s 324us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 326/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 327/500 255/255 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 328/500 255/255 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 329/500 255/255 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 330/500 255/255 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 331/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 332/500 255/255 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 333/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 334/500 255/255 [==============================] - 0s 325us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 335/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 336/500 255/255 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 337/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 338/500 255/255 [==============================] - 0s 324us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 339/500 255/255 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 340/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 341/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 342/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9320 Epoch 343/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 344/500 255/255 [==============================] - 0s 324us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 345/500 255/255 [==============================] - 0s 323us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 346/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 347/500 255/255 [==============================] - 0s 324us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 348/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 349/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 350/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 351/500 255/255 [==============================] - 0s 322us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 352/500 255/255 [==============================] - 0s 325us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 353/500 255/255 [==============================] - 0s 353us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 354/500 255/255 [==============================] - 0s 361us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 355/500 255/255 [==============================] - 0s 382us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 356/500 255/255 [==============================] - 0s 402us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 357/500 255/255 [==============================] - 0s 365us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 358/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 359/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9324 Epoch 360/500 255/255 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 361/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 362/500 255/255 [==============================] - 0s 357us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 363/500 255/255 [==============================] - 0s 376us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 364/500 255/255 [==============================] - 0s 378us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 365/500 255/255 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 366/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 367/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 368/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 369/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 370/500 255/255 [==============================] - 0s 326us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 371/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 372/500 255/255 [==============================] - 0s 323us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 373/500 255/255 [==============================] - 0s 325us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 374/500 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 375/500 255/255 [==============================] - 0s 323us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 376/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 377/500 255/255 [==============================] - 0s 321us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 378/500 255/255 [==============================] - 0s 323us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 379/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 380/500 255/255 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 381/500 255/255 [==============================] - 0s 323us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 382/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 383/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 384/500 255/255 [==============================] - 0s 322us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 385/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 386/500 255/255 [==============================] - 0s 325us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 387/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9320 Epoch 388/500 255/255 [==============================] - 0s 325us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 389/500 255/255 [==============================] - 0s 323us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 390/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 391/500 255/255 [==============================] - 0s 324us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 392/500 255/255 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 393/500 255/255 [==============================] - 0s 322us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 394/500 255/255 [==============================] - 0s 325us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 395/500 255/255 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 396/500 255/255 [==============================] - 0s 324us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 397/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 398/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 399/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 400/500 255/255 [==============================] - 0s 326us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 401/500 255/255 [==============================] - 0s 325us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 402/500 255/255 [==============================] - 0s 323us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 403/500 255/255 [==============================] - 0s 324us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 404/500 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9324 Epoch 405/500 255/255 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9321 Epoch 406/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 407/500 255/255 [==============================] - 0s 320us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 408/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 409/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 410/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9320 Epoch 411/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 412/500 255/255 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 413/500 255/255 [==============================] - 0s 322us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 414/500 255/255 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 415/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 416/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 417/500 255/255 [==============================] - 0s 322us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 418/500 255/255 [==============================] - 0s 323us/step - loss: 0.1908 - accuracy: 0.9324 Epoch 419/500 255/255 [==============================] - 0s 323us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 420/500 255/255 [==============================] - 0s 325us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 421/500 255/255 [==============================] - 0s 322us/step - loss: 0.1908 - accuracy: 0.9321 Epoch 422/500 255/255 [==============================] - 0s 322us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 423/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9321 Epoch 424/500 255/255 [==============================] - 0s 321us/step - loss: 0.1909 - accuracy: 0.9321 Epoch 425/500 255/255 [==============================] - 0s 322us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 426/500 255/255 [==============================] - 0s 323us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 427/500 255/255 [==============================] - 0s 324us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 428/500 255/255 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 429/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 430/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 431/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 432/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 433/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9324 Epoch 434/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 435/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 436/500 255/255 [==============================] - 0s 323us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 437/500 255/255 [==============================] - 0s 324us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 438/500 255/255 [==============================] - 0s 324us/step - loss: 0.1897 - accuracy: 0.9318 Epoch 439/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 440/500 255/255 [==============================] - 0s 323us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 441/500 255/255 [==============================] - 0s 322us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 442/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9320 Epoch 443/500 255/255 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9321 Epoch 444/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 445/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 446/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 447/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9320 Epoch 448/500 255/255 [==============================] - 0s 323us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 449/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 450/500 255/255 [==============================] - 0s 322us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 451/500 255/255 [==============================] - 0s 325us/step - loss: 0.1897 - accuracy: 0.9319 Epoch 452/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9325 Epoch 453/500 255/255 [==============================] - 0s 322us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 454/500 255/255 [==============================] - 0s 325us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 455/500 255/255 [==============================] - 0s 324us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 456/500 255/255 [==============================] - 0s 325us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 457/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9321 Epoch 458/500 255/255 [==============================] - 0s 328us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 459/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 460/500 255/255 [==============================] - 0s 323us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 461/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 462/500 255/255 [==============================] - 0s 325us/step - loss: 0.1908 - accuracy: 0.9319 Epoch 463/500 255/255 [==============================] - 0s 321us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 464/500 255/255 [==============================] - 0s 322us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 465/500 255/255 [==============================] - 0s 323us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 466/500 255/255 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 467/500 255/255 [==============================] - 0s 325us/step - loss: 0.1909 - accuracy: 0.9321 Epoch 468/500 255/255 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 469/500 255/255 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9325 Epoch 470/500 255/255 [==============================] - 0s 322us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 471/500 255/255 [==============================] - 0s 325us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 472/500 255/255 [==============================] - 0s 322us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 473/500 255/255 [==============================] - 0s 322us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 474/500 255/255 [==============================] - 0s 325us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 475/500 255/255 [==============================] - 0s 323us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 476/500 255/255 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 477/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 478/500 255/255 [==============================] - 0s 325us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 479/500 255/255 [==============================] - 0s 326us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 480/500 255/255 [==============================] - 0s 325us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 481/500 255/255 [==============================] - 0s 322us/step - loss: 0.1909 - accuracy: 0.9320 Epoch 482/500 255/255 [==============================] - 0s 324us/step - loss: 0.1906 - accuracy: 0.9326 Epoch 483/500 255/255 [==============================] - 0s 324us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 484/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 485/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9323 Epoch 486/500 255/255 [==============================] - 0s 324us/step - loss: 0.1904 - accuracy: 0.9328 Epoch 487/500 255/255 [==============================] - 0s 321us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 488/500 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 489/500 255/255 [==============================] - 0s 326us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 490/500 255/255 [==============================] - 0s 325us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 491/500 255/255 [==============================] - 0s 323us/step - loss: 0.1895 - accuracy: 0.9321 Epoch 492/500 255/255 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9321 Epoch 493/500 255/255 [==============================] - 0s 326us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 494/500 255/255 [==============================] - 0s 324us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 495/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9325 Epoch 496/500 255/255 [==============================] - 0s 324us/step - loss: 0.1908 - accuracy: 0.9323 Epoch 497/500 255/255 [==============================] - 0s 323us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 498/500 255/255 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9326 Epoch 499/500 255/255 [==============================] - 0s 321us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 500/500 255/255 [==============================] - 0s 322us/step - loss: 0.1904 - accuracy: 0.9319 29/29 [==============================] - 0s 305us/step Epoch 1/500 255/255 [==============================] - 0s 384us/step - loss: 0.4714 - accuracy: 0.9302 Epoch 2/500 255/255 [==============================] - 0s 330us/step - loss: 0.2112 - accuracy: 0.9310 Epoch 3/500 255/255 [==============================] - 0s 330us/step - loss: 0.2015 - accuracy: 0.9310 Epoch 4/500 255/255 [==============================] - 0s 328us/step - loss: 0.1988 - accuracy: 0.9310 Epoch 5/500 255/255 [==============================] - 0s 330us/step - loss: 0.1972 - accuracy: 0.9310 Epoch 6/500 255/255 [==============================] - 0s 326us/step - loss: 0.1966 - accuracy: 0.9310 Epoch 7/500 255/255 [==============================] - 0s 327us/step - loss: 0.1961 - accuracy: 0.9310 Epoch 8/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9310 Epoch 9/500 255/255 [==============================] - 0s 330us/step - loss: 0.1953 - accuracy: 0.9310 Epoch 10/500 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9310 Epoch 11/500 255/255 [==============================] - 0s 330us/step - loss: 0.1948 - accuracy: 0.9310 Epoch 12/500 255/255 [==============================] - 0s 324us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 13/500 255/255 [==============================] - 0s 326us/step - loss: 0.1946 - accuracy: 0.9310 Epoch 14/500 255/255 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9310 Epoch 15/500 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9310 Epoch 16/500 255/255 [==============================] - 0s 327us/step - loss: 0.1941 - accuracy: 0.9310 Epoch 17/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9310 Epoch 18/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9310 Epoch 19/500 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 20/500 255/255 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9310 Epoch 21/500 255/255 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9310 Epoch 22/500 255/255 [==============================] - 0s 326us/step - loss: 0.1935 - accuracy: 0.9310 Epoch 23/500 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 24/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9310 Epoch 25/500 255/255 [==============================] - 0s 328us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 26/500 255/255 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9310 Epoch 27/500 255/255 [==============================] - 0s 326us/step - loss: 0.1931 - accuracy: 0.9310 Epoch 28/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 29/500 255/255 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9310 Epoch 30/500 255/255 [==============================] - 0s 329us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 31/500 255/255 [==============================] - 0s 327us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 32/500 255/255 [==============================] - 0s 327us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 33/500 255/255 [==============================] - 0s 328us/step - loss: 0.1929 - accuracy: 0.9310 Epoch 34/500 255/255 [==============================] - 0s 333us/step - loss: 0.1928 - accuracy: 0.9310 Epoch 35/500 255/255 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9310 Epoch 36/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 37/500 255/255 [==============================] - 0s 326us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 38/500 255/255 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 39/500 255/255 [==============================] - 0s 384us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 40/500 255/255 [==============================] - 0s 394us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 41/500 255/255 [==============================] - 0s 394us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 42/500 255/255 [==============================] - 0s 388us/step - loss: 0.1924 - accuracy: 0.9315 Epoch 43/500 255/255 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 44/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9314 Epoch 45/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 46/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9314 Epoch 47/500 255/255 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9313 Epoch 48/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9313 Epoch 49/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9314 Epoch 50/500 255/255 [==============================] - 0s 327us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 51/500 255/255 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 52/500 255/255 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9313 Epoch 53/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9313 Epoch 54/500 255/255 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9312 Epoch 55/500 255/255 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 56/500 255/255 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 57/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 58/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 59/500 255/255 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 60/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 61/500 255/255 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 62/500 255/255 [==============================] - 0s 325us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 63/500 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9314 Epoch 64/500 255/255 [==============================] - 0s 329us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 65/500 255/255 [==============================] - 0s 326us/step - loss: 0.1923 - accuracy: 0.9312 Epoch 66/500 255/255 [==============================] - 0s 327us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 67/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 68/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 69/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 70/500 255/255 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9317 Epoch 71/500 255/255 [==============================] - 0s 328us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 72/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9313 Epoch 73/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 74/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 75/500 255/255 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 76/500 255/255 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9312 Epoch 77/500 255/255 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 78/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 79/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 80/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 81/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 82/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9314 Epoch 83/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 84/500 255/255 [==============================] - 0s 326us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 85/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 86/500 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 87/500 255/255 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 88/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 89/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 90/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 91/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 92/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 93/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 94/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 95/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 96/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 97/500 255/255 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 98/500 255/255 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 99/500 255/255 [==============================] - 0s 326us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 100/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 101/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 102/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 103/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 104/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9305 Epoch 105/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 106/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 107/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 108/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 109/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 110/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 111/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 112/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 113/500 255/255 [==============================] - 0s 382us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 114/500 255/255 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 115/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 116/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 117/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 118/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 119/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 120/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 121/500 255/255 [==============================] - 0s 345us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 122/500 255/255 [==============================] - 0s 342us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 123/500 255/255 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 124/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 125/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 126/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 127/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 128/500 255/255 [==============================] - 0s 424us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 129/500 255/255 [==============================] - 0s 344us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 130/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 131/500 255/255 [==============================] - 0s 346us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 132/500 255/255 [==============================] - 0s 325us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 133/500 255/255 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 134/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 135/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 136/500 255/255 [==============================] - 0s 326us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 137/500 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 138/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 139/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 140/500 255/255 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 141/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 142/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 143/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 144/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 145/500 255/255 [==============================] - 0s 327us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 146/500 255/255 [==============================] - 0s 328us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 147/500 255/255 [==============================] - 0s 327us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 148/500 255/255 [==============================] - 0s 326us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 149/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 150/500 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 151/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9309 Epoch 152/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 153/500 255/255 [==============================] - 0s 326us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 154/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 155/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 156/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 157/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 158/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 159/500 255/255 [==============================] - 0s 325us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 160/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 161/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 162/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 163/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 164/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 165/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 166/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 167/500 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 168/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 169/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 170/500 255/255 [==============================] - 0s 337us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 171/500 255/255 [==============================] - 0s 342us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 172/500 255/255 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 173/500 255/255 [==============================] - 0s 425us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 174/500 255/255 [==============================] - 0s 357us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 175/500 255/255 [==============================] - 0s 342us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 176/500 255/255 [==============================] - 0s 342us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 177/500 255/255 [==============================] - 0s 340us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 178/500 255/255 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 179/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 180/500 255/255 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 181/500 255/255 [==============================] - 0s 345us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 182/500 255/255 [==============================] - 0s 375us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 183/500 255/255 [==============================] - 0s 424us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 184/500 255/255 [==============================] - 0s 393us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 185/500 255/255 [==============================] - 0s 364us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 186/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 187/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 188/500 255/255 [==============================] - 0s 399us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 189/500 255/255 [==============================] - 0s 396us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 190/500 255/255 [==============================] - 0s 377us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 191/500 255/255 [==============================] - 0s 344us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 192/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 193/500 255/255 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 194/500 255/255 [==============================] - 0s 355us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 195/500 255/255 [==============================] - 0s 402us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 196/500 255/255 [==============================] - 0s 473us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 197/500 255/255 [==============================] - 0s 348us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 198/500 255/255 [==============================] - 0s 360us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 199/500 255/255 [==============================] - 0s 354us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 200/500 255/255 [==============================] - 0s 342us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 201/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 202/500 255/255 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 203/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 204/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 205/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 206/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 207/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 208/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 209/500 255/255 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 210/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 211/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 212/500 255/255 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 213/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 214/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 215/500 255/255 [==============================] - 0s 330us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 216/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 217/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 218/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 219/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 220/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 221/500 255/255 [==============================] - 0s 339us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 222/500 255/255 [==============================] - 0s 339us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 223/500 255/255 [==============================] - 0s 356us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 224/500 255/255 [==============================] - 0s 348us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 225/500 255/255 [==============================] - 0s 347us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 226/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 227/500 255/255 [==============================] - 0s 362us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 228/500 255/255 [==============================] - 0s 371us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 229/500 255/255 [==============================] - 0s 346us/step - loss: 0.1912 - accuracy: 0.9319 Epoch 230/500 255/255 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 231/500 255/255 [==============================] - 0s 340us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 232/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 233/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 234/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 235/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 236/500 255/255 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 237/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 238/500 255/255 [==============================] - 0s 336us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 239/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 240/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 241/500 255/255 [==============================] - 0s 338us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 242/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 243/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 244/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 245/500 255/255 [==============================] - 0s 341us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 246/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 247/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 248/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 249/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 250/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 251/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 252/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 253/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 254/500 255/255 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9319 Epoch 255/500 255/255 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 256/500 255/255 [==============================] - 0s 357us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 257/500 255/255 [==============================] - 0s 402us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 258/500 255/255 [==============================] - 0s 375us/step - loss: 0.1913 - accuracy: 0.9320 Epoch 259/500 255/255 [==============================] - 0s 372us/step - loss: 0.1914 - accuracy: 0.9319 Epoch 260/500 255/255 [==============================] - 0s 373us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 261/500 255/255 [==============================] - 0s 393us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 262/500 255/255 [==============================] - 0s 359us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 263/500 255/255 [==============================] - 0s 355us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 264/500 255/255 [==============================] - 0s 360us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 265/500 255/255 [==============================] - 0s 345us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 266/500 255/255 [==============================] - 0s 339us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 267/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9319 Epoch 268/500 255/255 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 269/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 270/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 271/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 272/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 273/500 255/255 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 274/500 255/255 [==============================] - 0s 340us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 275/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9319 Epoch 276/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 277/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 278/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 279/500 255/255 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 280/500 255/255 [==============================] - 0s 338us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 281/500 255/255 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 282/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 283/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 284/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 285/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 286/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 287/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9319 Epoch 288/500 255/255 [==============================] - 0s 339us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 289/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 290/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 291/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 292/500 255/255 [==============================] - 0s 338us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 293/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 294/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 295/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 296/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 297/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 298/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 299/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 300/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9319 Epoch 301/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 302/500 255/255 [==============================] - 0s 339us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 303/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 304/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 305/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9318 Epoch 306/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 307/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 308/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 309/500 255/255 [==============================] - 0s 338us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 310/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 311/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 312/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 313/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 314/500 255/255 [==============================] - 0s 352us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 315/500 255/255 [==============================] - 0s 377us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 316/500 255/255 [==============================] - 0s 346us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 317/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 318/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 319/500 255/255 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 320/500 255/255 [==============================] - 0s 350us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 321/500 255/255 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 322/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 323/500 255/255 [==============================] - 0s 445us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 324/500 255/255 [==============================] - 0s 341us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 325/500 255/255 [==============================] - 0s 344us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 326/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 327/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 328/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 329/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 330/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 331/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 332/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 333/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 334/500 255/255 [==============================] - 0s 326us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 335/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 336/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 337/500 255/255 [==============================] - 0s 327us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 338/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 339/500 255/255 [==============================] - 0s 326us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 340/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 341/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 342/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 343/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 344/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9318 Epoch 345/500 255/255 [==============================] - 0s 338us/step - loss: 0.1911 - accuracy: 0.9321 Epoch 346/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 347/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 348/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 349/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 350/500 255/255 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 351/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 352/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9318 Epoch 353/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 354/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 355/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 356/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9319 Epoch 357/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 358/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 359/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 360/500 255/255 [==============================] - 0s 341us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 361/500 255/255 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 362/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 363/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 364/500 255/255 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 365/500 255/255 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 366/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 367/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 368/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 369/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 370/500 255/255 [==============================] - 0s 335us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 371/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 372/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 373/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 374/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 375/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9318 Epoch 376/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 377/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 378/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 379/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9319 Epoch 380/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 381/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 382/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 383/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 384/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 385/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 386/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 387/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9319 Epoch 388/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 389/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 390/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 391/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 392/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 393/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 394/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 395/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 396/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 397/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 398/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 399/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 400/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 401/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 402/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 403/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 404/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 405/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 406/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 407/500 255/255 [==============================] - 0s 367us/step - loss: 0.1913 - accuracy: 0.9318 Epoch 408/500 255/255 [==============================] - 0s 382us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 409/500 255/255 [==============================] - 0s 389us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 410/500 255/255 [==============================] - 0s 379us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 411/500 255/255 [==============================] - 0s 359us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 412/500 255/255 [==============================] - 0s 338us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 413/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 414/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 415/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 416/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 417/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9320 Epoch 418/500 255/255 [==============================] - 0s 338us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 419/500 255/255 [==============================] - 0s 337us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 420/500 255/255 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 421/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 422/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 423/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9319 Epoch 424/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 425/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 426/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 427/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 428/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 429/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 430/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 431/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 432/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 433/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9319 Epoch 434/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 435/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 436/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 437/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 438/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 439/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 440/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 441/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 442/500 255/255 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 443/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 444/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 445/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9321 Epoch 446/500 255/255 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 447/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 448/500 255/255 [==============================] - 0s 347us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 449/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 450/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 451/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 453/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 454/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 455/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 456/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 457/500 255/255 [==============================] - 0s 338us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 458/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 459/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 460/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9318 Epoch 461/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 462/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 463/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 464/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9319 Epoch 465/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 466/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 467/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 468/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 469/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 470/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 471/500 255/255 [==============================] - 0s 337us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 472/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 473/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 474/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 475/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 476/500 255/255 [==============================] - 0s 345us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 477/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 478/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 479/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 480/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 481/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 482/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9315 Epoch 483/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 484/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 485/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 486/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 487/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9320 Epoch 488/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9319 Epoch 489/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 490/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 491/500 255/255 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 492/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 493/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 494/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 495/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 496/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9321 Epoch 497/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9323 Epoch 498/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 499/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 500/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9313 29/29 [==============================] - 0s 311us/step Epoch 1/500 255/255 [==============================] - 0s 384us/step - loss: 0.5418 - accuracy: 0.9264 Epoch 2/500 255/255 [==============================] - 0s 331us/step - loss: 0.2399 - accuracy: 0.9291 Epoch 3/500 255/255 [==============================] - 0s 334us/step - loss: 0.2094 - accuracy: 0.9291 Epoch 4/500 255/255 [==============================] - 0s 331us/step - loss: 0.2056 - accuracy: 0.9291 Epoch 5/500 255/255 [==============================] - 0s 332us/step - loss: 0.2037 - accuracy: 0.9291 Epoch 6/500 255/255 [==============================] - 0s 334us/step - loss: 0.2025 - accuracy: 0.9291 Epoch 7/500 255/255 [==============================] - 0s 333us/step - loss: 0.2014 - accuracy: 0.9291 Epoch 8/500 255/255 [==============================] - 0s 329us/step - loss: 0.2007 - accuracy: 0.9291 Epoch 9/500 255/255 [==============================] - 0s 334us/step - loss: 0.2002 - accuracy: 0.9291 Epoch 10/500 255/255 [==============================] - 0s 331us/step - loss: 0.1996 - accuracy: 0.9291 Epoch 11/500 255/255 [==============================] - 0s 331us/step - loss: 0.1992 - accuracy: 0.9291 Epoch 12/500 255/255 [==============================] - 0s 329us/step - loss: 0.1987 - accuracy: 0.9291 Epoch 13/500 255/255 [==============================] - 0s 335us/step - loss: 0.1986 - accuracy: 0.9291 Epoch 14/500 255/255 [==============================] - 0s 333us/step - loss: 0.1985 - accuracy: 0.9291 Epoch 15/500 255/255 [==============================] - 0s 335us/step - loss: 0.1984 - accuracy: 0.9291 Epoch 16/500 255/255 [==============================] - 0s 336us/step - loss: 0.1981 - accuracy: 0.9291 Epoch 17/500 255/255 [==============================] - 0s 335us/step - loss: 0.1981 - accuracy: 0.9291 Epoch 18/500 255/255 [==============================] - 0s 333us/step - loss: 0.1979 - accuracy: 0.9291 Epoch 19/500 255/255 [==============================] - 0s 336us/step - loss: 0.1977 - accuracy: 0.9291 Epoch 20/500 255/255 [==============================] - 0s 330us/step - loss: 0.1977 - accuracy: 0.9291 Epoch 21/500 255/255 [==============================] - 0s 331us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 22/500 255/255 [==============================] - 0s 335us/step - loss: 0.1976 - accuracy: 0.9291 Epoch 23/500 255/255 [==============================] - 0s 334us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 24/500 255/255 [==============================] - 0s 336us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 25/500 255/255 [==============================] - 0s 332us/step - loss: 0.1974 - accuracy: 0.9291 Epoch 26/500 255/255 [==============================] - 0s 333us/step - loss: 0.1973 - accuracy: 0.9291 Epoch 27/500 255/255 [==============================] - 0s 330us/step - loss: 0.1972 - accuracy: 0.9291 Epoch 28/500 255/255 [==============================] - 0s 334us/step - loss: 0.1971 - accuracy: 0.9291 Epoch 29/500 255/255 [==============================] - 0s 336us/step - loss: 0.1970 - accuracy: 0.9291 Epoch 30/500 255/255 [==============================] - 0s 332us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 31/500 255/255 [==============================] - 0s 412us/step - loss: 0.1969 - accuracy: 0.9291 Epoch 32/500 255/255 [==============================] - 0s 346us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 33/500 255/255 [==============================] - 0s 339us/step - loss: 0.1968 - accuracy: 0.9291 Epoch 34/500 255/255 [==============================] - 0s 329us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 35/500 255/255 [==============================] - 0s 332us/step - loss: 0.1966 - accuracy: 0.9291 Epoch 36/500 255/255 [==============================] - 0s 334us/step - loss: 0.1963 - accuracy: 0.9291 Epoch 37/500 255/255 [==============================] - 0s 332us/step - loss: 0.1965 - accuracy: 0.9291 Epoch 38/500 255/255 [==============================] - 0s 335us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 39/500 255/255 [==============================] - 0s 332us/step - loss: 0.1963 - accuracy: 0.9291 Epoch 40/500 255/255 [==============================] - 0s 330us/step - loss: 0.1963 - accuracy: 0.9291 Epoch 41/500 255/255 [==============================] - 0s 331us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 42/500 255/255 [==============================] - 0s 327us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 43/500 255/255 [==============================] - 0s 333us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 44/500 255/255 [==============================] - 0s 336us/step - loss: 0.1961 - accuracy: 0.9291 Epoch 45/500 255/255 [==============================] - 0s 333us/step - loss: 0.1962 - accuracy: 0.9291 Epoch 46/500 255/255 [==============================] - 0s 329us/step - loss: 0.1959 - accuracy: 0.9291 Epoch 47/500 255/255 [==============================] - 0s 336us/step - loss: 0.1960 - accuracy: 0.9291 Epoch 48/500 255/255 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9292 Epoch 49/500 255/255 [==============================] - 0s 331us/step - loss: 0.1960 - accuracy: 0.9287 Epoch 50/500 255/255 [==============================] - 0s 333us/step - loss: 0.1958 - accuracy: 0.9289 Epoch 51/500 255/255 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9289 Epoch 52/500 255/255 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 53/500 255/255 [==============================] - 0s 333us/step - loss: 0.1958 - accuracy: 0.9293 Epoch 54/500 255/255 [==============================] - 0s 336us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 55/500 255/255 [==============================] - 0s 334us/step - loss: 0.1956 - accuracy: 0.9293 Epoch 56/500 255/255 [==============================] - 0s 332us/step - loss: 0.1957 - accuracy: 0.9292 Epoch 57/500 255/255 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9293 Epoch 58/500 255/255 [==============================] - 0s 333us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 59/500 255/255 [==============================] - 0s 329us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 60/500 255/255 [==============================] - 0s 335us/step - loss: 0.1957 - accuracy: 0.9292 Epoch 61/500 255/255 [==============================] - 0s 335us/step - loss: 0.1955 - accuracy: 0.9291 Epoch 62/500 255/255 [==============================] - 0s 334us/step - loss: 0.1957 - accuracy: 0.9292 Epoch 63/500 255/255 [==============================] - 0s 328us/step - loss: 0.1956 - accuracy: 0.9292 Epoch 64/500 255/255 [==============================] - 0s 334us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 65/500 255/255 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9288 Epoch 66/500 255/255 [==============================] - 0s 333us/step - loss: 0.1956 - accuracy: 0.9287 Epoch 67/500 255/255 [==============================] - 0s 330us/step - loss: 0.1953 - accuracy: 0.9283 Epoch 68/500 255/255 [==============================] - 0s 332us/step - loss: 0.1955 - accuracy: 0.9288 Epoch 69/500 255/255 [==============================] - 0s 331us/step - loss: 0.1955 - accuracy: 0.9288 Epoch 70/500 255/255 [==============================] - 0s 336us/step - loss: 0.1956 - accuracy: 0.9286 Epoch 71/500 255/255 [==============================] - 0s 334us/step - loss: 0.1956 - accuracy: 0.9288 Epoch 72/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9283 Epoch 73/500 255/255 [==============================] - 0s 335us/step - loss: 0.1955 - accuracy: 0.9285 Epoch 74/500 255/255 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9282 Epoch 75/500 255/255 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9289 Epoch 76/500 255/255 [==============================] - 0s 329us/step - loss: 0.1956 - accuracy: 0.9287 Epoch 77/500 255/255 [==============================] - 0s 330us/step - loss: 0.1953 - accuracy: 0.9287 Epoch 78/500 255/255 [==============================] - 0s 331us/step - loss: 0.1955 - accuracy: 0.9286 Epoch 79/500 255/255 [==============================] - 0s 334us/step - loss: 0.1957 - accuracy: 0.9287 Epoch 80/500 255/255 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9283 Epoch 81/500 255/255 [==============================] - 0s 337us/step - loss: 0.1957 - accuracy: 0.9287 Epoch 82/500 255/255 [==============================] - 0s 335us/step - loss: 0.1956 - accuracy: 0.9291 Epoch 83/500 255/255 [==============================] - 0s 330us/step - loss: 0.1955 - accuracy: 0.9287 Epoch 84/500 255/255 [==============================] - 0s 328us/step - loss: 0.1956 - accuracy: 0.9286 Epoch 85/500 255/255 [==============================] - 0s 335us/step - loss: 0.1955 - accuracy: 0.9288 Epoch 86/500 255/255 [==============================] - 0s 333us/step - loss: 0.1953 - accuracy: 0.9286 Epoch 87/500 255/255 [==============================] - 0s 331us/step - loss: 0.1957 - accuracy: 0.9287 Epoch 88/500 255/255 [==============================] - 0s 334us/step - loss: 0.1955 - accuracy: 0.9283 Epoch 89/500 255/255 [==============================] - 0s 358us/step - loss: 0.1955 - accuracy: 0.9289 Epoch 90/500 255/255 [==============================] - 0s 396us/step - loss: 0.1954 - accuracy: 0.9292 Epoch 91/500 255/255 [==============================] - 0s 384us/step - loss: 0.1954 - accuracy: 0.9285 Epoch 92/500 255/255 [==============================] - 0s 392us/step - loss: 0.1954 - accuracy: 0.9288 Epoch 93/500 255/255 [==============================] - 0s 372us/step - loss: 0.1950 - accuracy: 0.9292 Epoch 94/500 255/255 [==============================] - 0s 337us/step - loss: 0.1957 - accuracy: 0.9289 Epoch 95/500 255/255 [==============================] - 0s 336us/step - loss: 0.1954 - accuracy: 0.9294 Epoch 96/500 255/255 [==============================] - 0s 335us/step - loss: 0.1955 - accuracy: 0.9287 Epoch 97/500 255/255 [==============================] - 0s 334us/step - loss: 0.1953 - accuracy: 0.9294 Epoch 98/500 255/255 [==============================] - 0s 333us/step - loss: 0.1954 - accuracy: 0.9288 Epoch 99/500 255/255 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9288 Epoch 100/500 255/255 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9292 Epoch 101/500 255/255 [==============================] - 0s 335us/step - loss: 0.1955 - accuracy: 0.9287 Epoch 102/500 255/255 [==============================] - 0s 333us/step - loss: 0.1950 - accuracy: 0.9289 Epoch 103/500 255/255 [==============================] - 0s 328us/step - loss: 0.1951 - accuracy: 0.9291 Epoch 104/500 255/255 [==============================] - 0s 332us/step - loss: 0.1953 - accuracy: 0.9292 Epoch 105/500 255/255 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9292 Epoch 106/500 255/255 [==============================] - 0s 333us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 107/500 255/255 [==============================] - 0s 336us/step - loss: 0.1953 - accuracy: 0.9289 Epoch 108/500 255/255 [==============================] - 0s 334us/step - loss: 0.1951 - accuracy: 0.9289 Epoch 109/500 255/255 [==============================] - 0s 334us/step - loss: 0.1950 - accuracy: 0.9292 Epoch 110/500 255/255 [==============================] - 0s 335us/step - loss: 0.1950 - accuracy: 0.9287 Epoch 111/500 255/255 [==============================] - 0s 337us/step - loss: 0.1949 - accuracy: 0.9293 Epoch 112/500 255/255 [==============================] - 0s 332us/step - loss: 0.1950 - accuracy: 0.9293 Epoch 113/500 255/255 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9293 Epoch 114/500 255/255 [==============================] - 0s 338us/step - loss: 0.1950 - accuracy: 0.9288 Epoch 115/500 255/255 [==============================] - 0s 334us/step - loss: 0.1951 - accuracy: 0.9294 Epoch 116/500 255/255 [==============================] - 0s 332us/step - loss: 0.1949 - accuracy: 0.9297 Epoch 117/500 255/255 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9293 Epoch 118/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9292 Epoch 119/500 255/255 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 120/500 255/255 [==============================] - 0s 337us/step - loss: 0.1945 - accuracy: 0.9294 Epoch 121/500 255/255 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9294 Epoch 122/500 255/255 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9292 Epoch 123/500 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9285 Epoch 124/500 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 125/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9288 Epoch 126/500 255/255 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 127/500 255/255 [==============================] - 0s 336us/step - loss: 0.1944 - accuracy: 0.9292 Epoch 128/500 255/255 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9292 Epoch 129/500 255/255 [==============================] - 0s 336us/step - loss: 0.1947 - accuracy: 0.9293 Epoch 130/500 255/255 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9298 Epoch 131/500 255/255 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 132/500 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 133/500 255/255 [==============================] - 0s 341us/step - loss: 0.1947 - accuracy: 0.9294 Epoch 134/500 255/255 [==============================] - 0s 336us/step - loss: 0.1947 - accuracy: 0.9297 Epoch 135/500 255/255 [==============================] - 0s 334us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 136/500 255/255 [==============================] - 0s 340us/step - loss: 0.1947 - accuracy: 0.9293 Epoch 137/500 255/255 [==============================] - 0s 330us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 138/500 255/255 [==============================] - 0s 336us/step - loss: 0.1946 - accuracy: 0.9298 Epoch 139/500 255/255 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9297 Epoch 140/500 255/255 [==============================] - 0s 329us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 141/500 255/255 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 142/500 255/255 [==============================] - 0s 337us/step - loss: 0.1945 - accuracy: 0.9292 Epoch 143/500 255/255 [==============================] - 0s 334us/step - loss: 0.1946 - accuracy: 0.9293 Epoch 144/500 255/255 [==============================] - 0s 330us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 145/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9292 Epoch 146/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9296 Epoch 147/500 255/255 [==============================] - 0s 344us/step - loss: 0.1946 - accuracy: 0.9294 Epoch 148/500 255/255 [==============================] - 0s 338us/step - loss: 0.1944 - accuracy: 0.9292 Epoch 149/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9293 Epoch 150/500 255/255 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9299 Epoch 151/500 255/255 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9294 Epoch 152/500 255/255 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9291 Epoch 153/500 255/255 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 154/500 255/255 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 155/500 255/255 [==============================] - 0s 340us/step - loss: 0.1946 - accuracy: 0.9293 Epoch 156/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9293 Epoch 157/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9293 Epoch 158/500 255/255 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9293 Epoch 159/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9292 Epoch 160/500 255/255 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9291 Epoch 161/500 255/255 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9289 Epoch 162/500 255/255 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9293 Epoch 163/500 255/255 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9294 Epoch 164/500 255/255 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9292 Epoch 165/500 255/255 [==============================] - 0s 332us/step - loss: 0.1945 - accuracy: 0.9296 Epoch 166/500 255/255 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9287 Epoch 167/500 255/255 [==============================] - 0s 333us/step - loss: 0.1946 - accuracy: 0.9293 Epoch 168/500 255/255 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 169/500 255/255 [==============================] - 0s 334us/step - loss: 0.1946 - accuracy: 0.9292 Epoch 170/500 255/255 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9294 Epoch 171/500 255/255 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 172/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9297 Epoch 173/500 255/255 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9296 Epoch 174/500 255/255 [==============================] - 0s 328us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 175/500 255/255 [==============================] - 0s 327us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 176/500 255/255 [==============================] - 0s 337us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 177/500 255/255 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 178/500 255/255 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9293 Epoch 179/500 255/255 [==============================] - 0s 331us/step - loss: 0.1942 - accuracy: 0.9289 Epoch 180/500 255/255 [==============================] - 0s 332us/step - loss: 0.1945 - accuracy: 0.9293 Epoch 181/500 255/255 [==============================] - 0s 329us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 182/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 183/500 255/255 [==============================] - 0s 337us/step - loss: 0.1943 - accuracy: 0.9292 Epoch 184/500 255/255 [==============================] - 0s 340us/step - loss: 0.1940 - accuracy: 0.9288 Epoch 185/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9286 Epoch 186/500 255/255 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9298 Epoch 187/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9286 Epoch 188/500 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9288 Epoch 189/500 255/255 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 190/500 255/255 [==============================] - 0s 328us/step - loss: 0.1943 - accuracy: 0.9291 Epoch 191/500 255/255 [==============================] - 0s 331us/step - loss: 0.1942 - accuracy: 0.9288 Epoch 192/500 255/255 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 193/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 194/500 255/255 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9292 Epoch 195/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9292 Epoch 196/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9289 Epoch 197/500 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9291 Epoch 198/500 255/255 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 199/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9291 Epoch 200/500 255/255 [==============================] - 0s 326us/step - loss: 0.1940 - accuracy: 0.9292 Epoch 201/500 255/255 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 202/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9288 Epoch 203/500 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 204/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9292 Epoch 205/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 206/500 255/255 [==============================] - 0s 345us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 207/500 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 208/500 255/255 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9291 Epoch 209/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9292 Epoch 210/500 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9289 Epoch 211/500 255/255 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9292 Epoch 212/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 213/500 255/255 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9291 Epoch 214/500 255/255 [==============================] - 0s 331us/step - loss: 0.1941 - accuracy: 0.9292 Epoch 215/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 216/500 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9293 Epoch 217/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9289 Epoch 218/500 255/255 [==============================] - 0s 336us/step - loss: 0.1941 - accuracy: 0.9297 Epoch 219/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9292 Epoch 220/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 221/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9285 Epoch 222/500 255/255 [==============================] - 0s 334us/step - loss: 0.1941 - accuracy: 0.9291 Epoch 223/500 255/255 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 224/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 225/500 255/255 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 226/500 255/255 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9291 Epoch 227/500 255/255 [==============================] - 0s 331us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 228/500 255/255 [==============================] - 0s 327us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 229/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 230/500 255/255 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9285 Epoch 231/500 255/255 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 232/500 255/255 [==============================] - 0s 335us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 233/500 255/255 [==============================] - 0s 336us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 234/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 235/500 255/255 [==============================] - 0s 340us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 236/500 255/255 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 237/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9288 Epoch 238/500 255/255 [==============================] - 0s 334us/step - loss: 0.1940 - accuracy: 0.9288 Epoch 239/500 255/255 [==============================] - 0s 327us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 240/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9287 Epoch 241/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9287 Epoch 242/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 243/500 255/255 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 244/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 245/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 246/500 255/255 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 247/500 255/255 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 248/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 249/500 255/255 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9288 Epoch 250/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 251/500 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9289 Epoch 252/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 253/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9289 Epoch 254/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 255/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 256/500 255/255 [==============================] - 0s 352us/step - loss: 0.1940 - accuracy: 0.9292 Epoch 257/500 255/255 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9288 Epoch 258/500 255/255 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 259/500 255/255 [==============================] - 0s 345us/step - loss: 0.1939 - accuracy: 0.9288 Epoch 260/500 255/255 [==============================] - 0s 343us/step - loss: 0.1938 - accuracy: 0.9288 Epoch 261/500 255/255 [==============================] - 0s 344us/step - loss: 0.1939 - accuracy: 0.9287 Epoch 262/500 255/255 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 263/500 255/255 [==============================] - 0s 344us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 264/500 255/255 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9287 Epoch 265/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 266/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9286 Epoch 267/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 268/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 269/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9293 Epoch 270/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9292 Epoch 271/500 255/255 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 272/500 255/255 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9294 Epoch 273/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9292 Epoch 274/500 255/255 [==============================] - 0s 340us/step - loss: 0.1937 - accuracy: 0.9289 Epoch 275/500 255/255 [==============================] - 0s 379us/step - loss: 0.1936 - accuracy: 0.9291 Epoch 276/500 255/255 [==============================] - 0s 400us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 277/500 255/255 [==============================] - 0s 388us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 278/500 255/255 [==============================] - 0s 396us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 279/500 255/255 [==============================] - 0s 338us/step - loss: 0.1936 - accuracy: 0.9288 Epoch 280/500 255/255 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 281/500 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9291 Epoch 282/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9293 Epoch 283/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9293 Epoch 284/500 255/255 [==============================] - 0s 337us/step - loss: 0.1932 - accuracy: 0.9289 Epoch 285/500 255/255 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 286/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 287/500 255/255 [==============================] - 0s 337us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 288/500 255/255 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9288 Epoch 289/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 290/500 255/255 [==============================] - 0s 336us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 291/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 292/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 293/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 294/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 295/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 296/500 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9291 Epoch 297/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9289 Epoch 298/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9294 Epoch 299/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 300/500 255/255 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 301/500 255/255 [==============================] - 0s 336us/step - loss: 0.1936 - accuracy: 0.9285 Epoch 302/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9287 Epoch 303/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 304/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9287 Epoch 305/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 306/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 307/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 308/500 255/255 [==============================] - 0s 341us/step - loss: 0.1937 - accuracy: 0.9283 Epoch 309/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 310/500 255/255 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 311/500 255/255 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 312/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9291 Epoch 313/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9292 Epoch 314/500 255/255 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9293 Epoch 315/500 255/255 [==============================] - 0s 336us/step - loss: 0.1936 - accuracy: 0.9297 Epoch 316/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 317/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9288 Epoch 318/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9287 Epoch 319/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9289 Epoch 320/500 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 321/500 255/255 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9294 Epoch 322/500 255/255 [==============================] - 0s 343us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 323/500 255/255 [==============================] - 0s 339us/step - loss: 0.1940 - accuracy: 0.9292 Epoch 324/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9299 Epoch 325/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9287 Epoch 326/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9298 Epoch 327/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 328/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9293 Epoch 329/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 330/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 331/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 332/500 255/255 [==============================] - 0s 359us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 333/500 255/255 [==============================] - 0s 357us/step - loss: 0.1938 - accuracy: 0.9287 Epoch 334/500 255/255 [==============================] - 0s 351us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 335/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 336/500 255/255 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 337/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 338/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9297 Epoch 339/500 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9293 Epoch 340/500 255/255 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 341/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 342/500 255/255 [==============================] - 0s 423us/step - loss: 0.1939 - accuracy: 0.9299 Epoch 343/500 255/255 [==============================] - 0s 354us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 344/500 255/255 [==============================] - 0s 357us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 345/500 255/255 [==============================] - 0s 344us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 346/500 255/255 [==============================] - 0s 335us/step - loss: 0.1937 - accuracy: 0.9288 Epoch 347/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 348/500 255/255 [==============================] - 0s 336us/step - loss: 0.1936 - accuracy: 0.9292 Epoch 349/500 255/255 [==============================] - 0s 334us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 350/500 255/255 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 351/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9296 Epoch 352/500 255/255 [==============================] - 0s 335us/step - loss: 0.1941 - accuracy: 0.9291 Epoch 353/500 255/255 [==============================] - 0s 337us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 354/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 355/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 356/500 255/255 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9294 Epoch 357/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 358/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 359/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9296 Epoch 360/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9291 Epoch 361/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 362/500 255/255 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9291 Epoch 363/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 364/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 365/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 366/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 367/500 255/255 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9292 Epoch 368/500 255/255 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 369/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 370/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 371/500 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9297 Epoch 372/500 255/255 [==============================] - 0s 334us/step - loss: 0.1941 - accuracy: 0.9298 Epoch 373/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 374/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 375/500 255/255 [==============================] - 0s 337us/step - loss: 0.1941 - accuracy: 0.9293 Epoch 376/500 255/255 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9289 Epoch 377/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9288 Epoch 378/500 255/255 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 379/500 255/255 [==============================] - 0s 405us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 380/500 255/255 [==============================] - 0s 341us/step - loss: 0.1942 - accuracy: 0.9291 Epoch 381/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 382/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9289 Epoch 383/500 255/255 [==============================] - 0s 336us/step - loss: 0.1943 - accuracy: 0.9286 Epoch 384/500 255/255 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 385/500 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9292 Epoch 386/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9285 Epoch 387/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9294 Epoch 388/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9293 Epoch 389/500 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9293 Epoch 390/500 255/255 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9293 Epoch 391/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 392/500 255/255 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 393/500 255/255 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9289 Epoch 394/500 255/255 [==============================] - 0s 336us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 395/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 396/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 397/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 398/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9289 Epoch 399/500 255/255 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 400/500 255/255 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 401/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9289 Epoch 402/500 255/255 [==============================] - 0s 335us/step - loss: 0.1937 - accuracy: 0.9287 Epoch 403/500 255/255 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 404/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 405/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9297 Epoch 406/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 407/500 255/255 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 408/500 255/255 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9292 Epoch 409/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 410/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9289 Epoch 411/500 255/255 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9291 Epoch 412/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 413/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9289 Epoch 414/500 255/255 [==============================] - 0s 335us/step - loss: 0.1938 - accuracy: 0.9296 Epoch 415/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9291 Epoch 416/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 417/500 255/255 [==============================] - 0s 336us/step - loss: 0.1937 - accuracy: 0.9291 Epoch 418/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9291 Epoch 419/500 255/255 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9302 Epoch 420/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9294 Epoch 421/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9297 Epoch 422/500 255/255 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9288 Epoch 423/500 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9287 Epoch 424/500 255/255 [==============================] - 0s 337us/step - loss: 0.1936 - accuracy: 0.9296 Epoch 425/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9294 Epoch 426/500 255/255 [==============================] - 0s 339us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 427/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9292 Epoch 428/500 255/255 [==============================] - 0s 328us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 429/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9294 Epoch 430/500 255/255 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9297 Epoch 431/500 255/255 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9296 Epoch 432/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9291 Epoch 433/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 434/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9293 Epoch 435/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9286 Epoch 436/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 437/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9298 Epoch 438/500 255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9287 Epoch 439/500 255/255 [==============================] - 0s 339us/step - loss: 0.1937 - accuracy: 0.9293 Epoch 440/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9292 Epoch 441/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9298 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9292 Epoch 443/500 255/255 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9291 Epoch 444/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 445/500 255/255 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9294 Epoch 446/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9291 Epoch 447/500 255/255 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9288 Epoch 448/500 255/255 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9289 Epoch 449/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9294 Epoch 450/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9289 Epoch 451/500 255/255 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9291 Epoch 452/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9291 Epoch 453/500 255/255 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9291 Epoch 454/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9289 Epoch 455/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 456/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9294 Epoch 457/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9293 Epoch 458/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9292 Epoch 459/500 255/255 [==============================] - 0s 352us/step - loss: 0.1931 - accuracy: 0.9294 Epoch 460/500 255/255 [==============================] - 0s 388us/step - loss: 0.1932 - accuracy: 0.9292 Epoch 461/500 255/255 [==============================] - 0s 402us/step - loss: 0.1935 - accuracy: 0.9292 Epoch 462/500 255/255 [==============================] - 0s 380us/step - loss: 0.1935 - accuracy: 0.9292 Epoch 463/500 255/255 [==============================] - 0s 381us/step - loss: 0.1935 - accuracy: 0.9287 Epoch 464/500 255/255 [==============================] - 0s 342us/step - loss: 0.1931 - accuracy: 0.9289 Epoch 465/500 255/255 [==============================] - 0s 336us/step - loss: 0.1935 - accuracy: 0.9293 Epoch 466/500 255/255 [==============================] - 0s 335us/step - loss: 0.1933 - accuracy: 0.9285 Epoch 467/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9293 Epoch 468/500 255/255 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9287 Epoch 469/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9294 Epoch 470/500 255/255 [==============================] - 0s 328us/step - loss: 0.1935 - accuracy: 0.9288 Epoch 471/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9288 Epoch 472/500 255/255 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9294 Epoch 473/500 255/255 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9291 Epoch 474/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9288 Epoch 475/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9288 Epoch 476/500 255/255 [==============================] - 0s 335us/step - loss: 0.1934 - accuracy: 0.9298 Epoch 477/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9286 Epoch 478/500 255/255 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9288 Epoch 479/500 255/255 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9289 Epoch 480/500 255/255 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9286 Epoch 481/500 255/255 [==============================] - 0s 335us/step - loss: 0.1934 - accuracy: 0.9287 Epoch 482/500 255/255 [==============================] - 0s 336us/step - loss: 0.1934 - accuracy: 0.9286 Epoch 483/500 255/255 [==============================] - 0s 334us/step - loss: 0.1934 - accuracy: 0.9293 Epoch 484/500 255/255 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9288 Epoch 485/500 255/255 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9288 Epoch 486/500 255/255 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9294 Epoch 487/500 255/255 [==============================] - 0s 337us/step - loss: 0.1934 - accuracy: 0.9287 Epoch 488/500 255/255 [==============================] - 0s 336us/step - loss: 0.1934 - accuracy: 0.9288 Epoch 489/500 255/255 [==============================] - 0s 336us/step - loss: 0.1934 - accuracy: 0.9288 Epoch 490/500 255/255 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9288 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9287 Epoch 492/500 255/255 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9289 Epoch 493/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9293 Epoch 494/500 255/255 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9286 Epoch 495/500 255/255 [==============================] - 0s 349us/step - loss: 0.1932 - accuracy: 0.9287 Epoch 496/500 255/255 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9291 Epoch 497/500 255/255 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9292 Epoch 498/500 255/255 [==============================] - 0s 334us/step - loss: 0.1933 - accuracy: 0.9289 Epoch 499/500 255/255 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9289 Epoch 500/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9287 29/29 [==============================] - 0s 309us/step Epoch 1/500 255/255 [==============================] - 0s 378us/step - loss: 0.4909 - accuracy: 0.9305 Epoch 2/500 255/255 [==============================] - 0s 332us/step - loss: 0.2144 - accuracy: 0.9307 Epoch 3/500 255/255 [==============================] - 0s 333us/step - loss: 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[==============================] - 0s 329us/step - loss: 0.1951 - accuracy: 0.9307 Epoch 14/500 255/255 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9307 Epoch 15/500 255/255 [==============================] - 0s 325us/step - loss: 0.1946 - accuracy: 0.9307 Epoch 16/500 255/255 [==============================] - 0s 333us/step - loss: 0.1948 - accuracy: 0.9307 Epoch 17/500 255/255 [==============================] - 0s 328us/step - loss: 0.1946 - accuracy: 0.9307 Epoch 18/500 255/255 [==============================] - 0s 328us/step - loss: 0.1945 - accuracy: 0.9307 Epoch 19/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9307 Epoch 20/500 255/255 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 21/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9307 Epoch 22/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 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[==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 33/500 255/255 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 34/500 255/255 [==============================] - 0s 334us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 35/500 255/255 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 36/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 37/500 255/255 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9307 Epoch 38/500 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9307 Epoch 39/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9307 Epoch 40/500 255/255 [==============================] - 0s 326us/step - loss: 0.1934 - accuracy: 0.9307 Epoch 41/500 255/255 [==============================] - 0s 330us/step - loss: 0.1933 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[==============================] - 0s 347us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 52/500 255/255 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9307 Epoch 53/500 255/255 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9309 Epoch 54/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 55/500 255/255 [==============================] - 0s 325us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 56/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 57/500 255/255 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 58/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 59/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 60/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 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[==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9313 Epoch 71/500 255/255 [==============================] - 0s 327us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 72/500 255/255 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9317 Epoch 73/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 74/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 75/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9314 Epoch 76/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9312 Epoch 77/500 255/255 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9315 Epoch 78/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 79/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 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[==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 90/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9310 Epoch 91/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 92/500 255/255 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 93/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 94/500 255/255 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 95/500 255/255 [==============================] - 0s 328us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 96/500 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 97/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 98/500 255/255 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 99/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 100/500 255/255 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 101/500 255/255 [==============================] - 0s 328us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 102/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 103/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 104/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 105/500 255/255 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 106/500 255/255 [==============================] - 0s 328us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 107/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 108/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 109/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 110/500 255/255 [==============================] - 0s 340us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 111/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 112/500 255/255 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 113/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 114/500 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 115/500 255/255 [==============================] - 0s 327us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 116/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 117/500 255/255 [==============================] - 0s 327us/step - loss: 0.1918 - accuracy: 0.9304 Epoch 118/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 119/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 120/500 255/255 [==============================] - 0s 327us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 121/500 255/255 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 122/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 124/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 125/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 126/500 255/255 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 127/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 128/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 129/500 255/255 [==============================] - 0s 325us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 130/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 131/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 132/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 133/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 134/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 135/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 136/500 255/255 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 137/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 138/500 255/255 [==============================] - 0s 337us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 139/500 255/255 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 140/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 141/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 142/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 143/500 255/255 [==============================] - 0s 371us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 144/500 255/255 [==============================] - 0s 382us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 145/500 255/255 [==============================] - 0s 381us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 146/500 255/255 [==============================] - 0s 390us/step - loss: 0.1919 - accuracy: 0.9315 Epoch 147/500 255/255 [==============================] - 0s 342us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 148/500 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 149/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 150/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 151/500 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 152/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 153/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 154/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 155/500 255/255 [==============================] - 0s 339us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 156/500 255/255 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 157/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 158/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 159/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 160/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 161/500 255/255 [==============================] - 0s 327us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 162/500 255/255 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 163/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 164/500 255/255 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 165/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 166/500 255/255 [==============================] - 0s 328us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 167/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 168/500 255/255 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 169/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 170/500 255/255 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 171/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 172/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 173/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9307 Epoch 174/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 175/500 255/255 [==============================] - 0s 328us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 176/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 177/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 178/500 255/255 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 179/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 180/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 181/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 182/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9315 Epoch 183/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 184/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 185/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 186/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 187/500 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 188/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 189/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 190/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 191/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 192/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 193/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 194/500 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 195/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 196/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 197/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 198/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 199/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 200/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 201/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 202/500 255/255 [==============================] - 0s 328us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 203/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 204/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 205/500 255/255 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 206/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 207/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 208/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 209/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 210/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 211/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 212/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 213/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 214/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 215/500 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 216/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 217/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 218/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 219/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 220/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 221/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 222/500 255/255 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 224/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 225/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 226/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 227/500 255/255 [==============================] - 0s 414us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 228/500 255/255 [==============================] - 0s 342us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 229/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 230/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 231/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 232/500 255/255 [==============================] - 0s 327us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 233/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 234/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 235/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 236/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 237/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 238/500 255/255 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 239/500 255/255 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 240/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 241/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 242/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 243/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 244/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 245/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 246/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 247/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 248/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 249/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 250/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 251/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 252/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 253/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 254/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 255/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 256/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 257/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 258/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 259/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 260/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9315 Epoch 261/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 262/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 263/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 264/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 265/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 266/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 267/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 268/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 269/500 255/255 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 270/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 271/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 272/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 273/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 274/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 275/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 276/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 277/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 278/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9318 Epoch 279/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 280/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 281/500 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 282/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 283/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 284/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 285/500 255/255 [==============================] - 0s 340us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 286/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 287/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 288/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 289/500 255/255 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 290/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 291/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 292/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 293/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 294/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 295/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 296/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 297/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 298/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 299/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 300/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 301/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 302/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 303/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 304/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 305/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 306/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 307/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 308/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 309/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 310/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 311/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 312/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 313/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 314/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 315/500 255/255 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 316/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 317/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 318/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 319/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 320/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 321/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 322/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 323/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 324/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 325/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 326/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 327/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 328/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 329/500 255/255 [==============================] - 0s 344us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 330/500 255/255 [==============================] - 0s 378us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 331/500 255/255 [==============================] - 0s 368us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 332/500 255/255 [==============================] - 0s 380us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 333/500 255/255 [==============================] - 0s 393us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 334/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 335/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 336/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 337/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9318 Epoch 338/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9319 Epoch 339/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9314 Epoch 340/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 341/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 342/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 343/500 255/255 [==============================] - 0s 339us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 344/500 255/255 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 345/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 346/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 347/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 348/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 349/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 350/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 351/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 352/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 353/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 354/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 355/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 356/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 357/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 358/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 359/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9308 Epoch 360/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 361/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 362/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 363/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 364/500 255/255 [==============================] - 0s 340us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 365/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 366/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 367/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 368/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 369/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 370/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 371/500 255/255 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 372/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 373/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 374/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 375/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 376/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 377/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 378/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 379/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 380/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 381/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 382/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 383/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 384/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 385/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 386/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 387/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 388/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 389/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 390/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 391/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 392/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 393/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 394/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 395/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 396/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 397/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 398/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 399/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 400/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 401/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 402/500 255/255 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 403/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 404/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 405/500 255/255 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 406/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 407/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 408/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 409/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 410/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 411/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 412/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 413/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 414/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 415/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 416/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 417/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 418/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 419/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 420/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 421/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 422/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 423/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 424/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 425/500 255/255 [==============================] - 0s 324us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 426/500 255/255 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 427/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 428/500 255/255 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 429/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 430/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 431/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 432/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 433/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 434/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 435/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 436/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 437/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 438/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 439/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 440/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 441/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 442/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9318 Epoch 443/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 444/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 445/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 446/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 447/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 448/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 449/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 450/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 451/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 452/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 453/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 454/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 455/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9317 Epoch 456/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 457/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 458/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 459/500 255/255 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 460/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 461/500 255/255 [==============================] - 0s 343us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 462/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 463/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 464/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 465/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 466/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 467/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 468/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 469/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 470/500 255/255 [==============================] - 0s 327us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 471/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 472/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 473/500 255/255 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 474/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 475/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 476/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 477/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 478/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 479/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 480/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 481/500 255/255 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 482/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 483/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 484/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 485/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 486/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 487/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 488/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 489/500 255/255 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 490/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 492/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 493/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 494/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 495/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 496/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 497/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 498/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 499/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 500/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9318 29/29 [==============================] - 0s 307us/step Epoch 1/500 255/255 [==============================] - 0s 381us/step - loss: 0.4851 - accuracy: 0.9271 Epoch 2/500 255/255 [==============================] - 0s 330us/step - loss: 0.2120 - accuracy: 0.9305 Epoch 3/500 255/255 [==============================] - 0s 330us/step - loss: 0.2016 - accuracy: 0.9305 Epoch 4/500 255/255 [==============================] - 0s 332us/step - loss: 0.1989 - accuracy: 0.9305 Epoch 5/500 255/255 [==============================] - 0s 330us/step - loss: 0.1972 - accuracy: 0.9305 Epoch 6/500 255/255 [==============================] - 0s 329us/step - loss: 0.1962 - accuracy: 0.9305 Epoch 7/500 255/255 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9305 Epoch 8/500 255/255 [==============================] - 0s 329us/step - loss: 0.1952 - accuracy: 0.9305 Epoch 9/500 255/255 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9305 Epoch 10/500 255/255 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9305 Epoch 11/500 255/255 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9305 Epoch 12/500 255/255 [==============================] - 0s 330us/step - loss: 0.1940 - accuracy: 0.9305 Epoch 13/500 255/255 [==============================] - 0s 363us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 14/500 255/255 [==============================] - 0s 373us/step - loss: 0.1939 - accuracy: 0.9305 Epoch 15/500 255/255 [==============================] - 0s 393us/step - loss: 0.1936 - accuracy: 0.9305 Epoch 16/500 255/255 [==============================] - 0s 400us/step - loss: 0.1935 - accuracy: 0.9305 Epoch 17/500 255/255 [==============================] - 0s 359us/step - loss: 0.1934 - accuracy: 0.9305 Epoch 18/500 255/255 [==============================] - 0s 337us/step - loss: 0.1932 - accuracy: 0.9305 Epoch 19/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 20/500 255/255 [==============================] - 0s 332us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 21/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 22/500 255/255 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 23/500 255/255 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9305 Epoch 24/500 255/255 [==============================] - 0s 338us/step - loss: 0.1927 - accuracy: 0.9305 Epoch 25/500 255/255 [==============================] - 0s 336us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 26/500 255/255 [==============================] - 0s 406us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 27/500 255/255 [==============================] - 0s 350us/step - loss: 0.1925 - accuracy: 0.9305 Epoch 28/500 255/255 [==============================] - 0s 342us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 29/500 255/255 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 30/500 255/255 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 31/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 32/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 33/500 255/255 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9305 Epoch 34/500 255/255 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 35/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 36/500 255/255 [==============================] - 0s 336us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 37/500 255/255 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 38/500 255/255 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9307 Epoch 39/500 255/255 [==============================] - 0s 326us/step - loss: 0.1921 - accuracy: 0.9308 Epoch 40/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9310 Epoch 41/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 42/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 43/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 44/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 45/500 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 46/500 255/255 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 47/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 48/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 49/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 50/500 255/255 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9308 Epoch 51/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 52/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9307 Epoch 53/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 54/500 255/255 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 55/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9302 Epoch 56/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 57/500 255/255 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 58/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 59/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 60/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9303 Epoch 61/500 255/255 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 62/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 63/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9301 Epoch 64/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9299 Epoch 65/500 255/255 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 66/500 255/255 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 67/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 68/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9302 Epoch 69/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 70/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 71/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 72/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 73/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 74/500 255/255 [==============================] - 0s 411us/step - loss: 0.1911 - accuracy: 0.9309 Epoch 75/500 255/255 [==============================] - 0s 340us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 76/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 77/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 78/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 79/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 80/500 255/255 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 81/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9312 Epoch 82/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 83/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 84/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 85/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 86/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 87/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 88/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 89/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 90/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 91/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 92/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 93/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 94/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 95/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 96/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 97/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 98/500 255/255 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 99/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 100/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 101/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 102/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 103/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9309 Epoch 104/500 255/255 [==============================] - 0s 327us/step - loss: 0.1911 - accuracy: 0.9312 Epoch 105/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 106/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 107/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9320 Epoch 108/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 109/500 255/255 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 110/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 111/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 112/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 113/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 114/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 115/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 116/500 255/255 [==============================] - 0s 327us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 117/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 118/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 119/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 120/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 121/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 122/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 123/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 124/500 255/255 [==============================] - 0s 337us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 125/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 126/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 127/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 128/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9308 Epoch 129/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 130/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 131/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 132/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 133/500 255/255 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 134/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 135/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 136/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 137/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 138/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 139/500 255/255 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 140/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 141/500 255/255 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 142/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 143/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 144/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 145/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 146/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 147/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 148/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 149/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 150/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 151/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 152/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 153/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 154/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 155/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 156/500 255/255 [==============================] - 0s 343us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 157/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 158/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 159/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 160/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 161/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 162/500 255/255 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 163/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9303 Epoch 164/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9305 Epoch 165/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 166/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 167/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 168/500 255/255 [==============================] - 0s 338us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 169/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 170/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 171/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 172/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 173/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 174/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 175/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 176/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 177/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 178/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 179/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 180/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 181/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 182/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 183/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 184/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 185/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 186/500 255/255 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 187/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 188/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 189/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 190/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 191/500 255/255 [==============================] - 0s 340us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 192/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 193/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 194/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 195/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 196/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 197/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 198/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 199/500 255/255 [==============================] - 0s 387us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 200/500 255/255 [==============================] - 0s 385us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 201/500 255/255 [==============================] - 0s 383us/step - loss: 0.1902 - accuracy: 0.9302 Epoch 202/500 255/255 [==============================] - 0s 377us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 203/500 255/255 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 204/500 255/255 [==============================] - 0s 346us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 205/500 255/255 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 206/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 207/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 208/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 209/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 210/500 255/255 [==============================] - 0s 443us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 211/500 255/255 [==============================] - 0s 343us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 212/500 255/255 [==============================] - 0s 341us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 213/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 214/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 215/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 216/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 217/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 218/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 219/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 220/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 221/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 222/500 255/255 [==============================] - 0s 325us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 223/500 255/255 [==============================] - 0s 324us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 224/500 255/255 [==============================] - 0s 325us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 225/500 255/255 [==============================] - 0s 321us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 226/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 227/500 255/255 [==============================] - 0s 327us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 228/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 229/500 255/255 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 230/500 255/255 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 231/500 255/255 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 232/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 233/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 234/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 235/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 236/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 237/500 255/255 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 238/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 239/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 240/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 241/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 242/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 243/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 244/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 245/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 246/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 247/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 248/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 249/500 255/255 [==============================] - 0s 341us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 250/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 251/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 252/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 253/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9317 Epoch 254/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 255/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 256/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 257/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 258/500 255/255 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 259/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 260/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 261/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 262/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 263/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 264/500 255/255 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 265/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 266/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 267/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 268/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 269/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 270/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 271/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 272/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 273/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 274/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 275/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 276/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 277/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 278/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 279/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 280/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 281/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 282/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 283/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 284/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 285/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 286/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 287/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 288/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 289/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 290/500 255/255 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 291/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 292/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 293/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 294/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 295/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 296/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 297/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 298/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 299/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 300/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 301/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 302/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 303/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 304/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 305/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 306/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 307/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 308/500 255/255 [==============================] - 0s 344us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 309/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 310/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 311/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 312/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 313/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 314/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 315/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 316/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 317/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 318/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 319/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 320/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 321/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 322/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 323/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 324/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9303 Epoch 325/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 326/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 327/500 255/255 [==============================] - 0s 339us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 328/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 329/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 330/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 331/500 255/255 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 332/500 255/255 [==============================] - 0s 337us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 333/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 334/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 335/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 336/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 337/500 255/255 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 338/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 339/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9313 Epoch 340/500 255/255 [==============================] - 0s 337us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 341/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 342/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 343/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 344/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 345/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 346/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 347/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 348/500 255/255 [==============================] - 0s 338us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 349/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 350/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 351/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 352/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 353/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 354/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 355/500 255/255 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 356/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 357/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 358/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 359/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 360/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 361/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 362/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 363/500 255/255 [==============================] - 0s 337us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 364/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 365/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 366/500 255/255 [==============================] - 0s 341us/step - loss: 0.1899 - accuracy: 0.9303 Epoch 367/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 368/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 369/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 370/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 371/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 372/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 373/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 374/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 375/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 376/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 377/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 378/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 379/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 380/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9303 Epoch 381/500 255/255 [==============================] - 0s 326us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 382/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 383/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 384/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 385/500 255/255 [==============================] - 0s 369us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 386/500 255/255 [==============================] - 0s 370us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 387/500 255/255 [==============================] - 0s 386us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 388/500 255/255 [==============================] - 0s 399us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 389/500 255/255 [==============================] - 0s 362us/step - loss: 0.1898 - accuracy: 0.9303 Epoch 390/500 255/255 [==============================] - 0s 344us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 391/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 392/500 255/255 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 393/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 394/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 395/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 396/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 397/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 398/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 399/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 400/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 401/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 402/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 403/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 404/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 405/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 406/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 407/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 408/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 409/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9314 Epoch 410/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9305 Epoch 411/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9318 Epoch 412/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 413/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 414/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 415/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 416/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 417/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9301 Epoch 418/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 419/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 420/500 255/255 [==============================] - 0s 326us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 421/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 422/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 423/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 424/500 255/255 [==============================] - 0s 412us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 425/500 255/255 [==============================] - 0s 340us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 426/500 255/255 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 427/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 428/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 429/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 430/500 255/255 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 431/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 432/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 433/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 434/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 435/500 255/255 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 436/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 437/500 255/255 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 438/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 439/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 440/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 441/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 443/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9312 Epoch 444/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 445/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9319 Epoch 446/500 255/255 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 447/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 448/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 449/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 450/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 451/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 453/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 454/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 455/500 255/255 [==============================] - 0s 336us/step - loss: 0.1888 - accuracy: 0.9309 Epoch 456/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 457/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 458/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 459/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 460/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 461/500 255/255 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 462/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 463/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 464/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 465/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 466/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 467/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 468/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 469/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9315 Epoch 470/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 471/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 472/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 473/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 474/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 475/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 476/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 477/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 478/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 479/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 480/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 481/500 255/255 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 482/500 255/255 [==============================] - 0s 336us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 483/500 255/255 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 484/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 485/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 486/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 487/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 488/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 489/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9304 Epoch 490/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 491/500 255/255 [==============================] - 0s 325us/step - loss: 0.1894 - accuracy: 0.9314 Epoch 492/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 493/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 494/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 495/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 496/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 497/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 498/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 499/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 500/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9308 29/29 [==============================] - 0s 314us/step Epoch 1/500 255/255 [==============================] - 0s 375us/step - loss: 0.5495 - accuracy: 0.9269 Epoch 2/500 255/255 [==============================] - 0s 331us/step - loss: 0.2343 - accuracy: 0.9301 Epoch 3/500 255/255 [==============================] - 0s 333us/step - loss: 0.2051 - accuracy: 0.9301 Epoch 4/500 255/255 [==============================] - 0s 344us/step - loss: 0.2011 - accuracy: 0.9301 Epoch 5/500 255/255 [==============================] - 0s 335us/step - loss: 0.1989 - accuracy: 0.9301 Epoch 6/500 255/255 [==============================] - 0s 335us/step - loss: 0.1976 - accuracy: 0.9301 Epoch 7/500 255/255 [==============================] - 0s 334us/step - loss: 0.1967 - accuracy: 0.9301 Epoch 8/500 255/255 [==============================] - 0s 330us/step - loss: 0.1957 - accuracy: 0.9301 Epoch 9/500 255/255 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9301 Epoch 10/500 255/255 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 11/500 255/255 [==============================] - 0s 333us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 12/500 255/255 [==============================] - 0s 330us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 13/500 255/255 [==============================] - 0s 331us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 14/500 255/255 [==============================] - 0s 331us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 15/500 255/255 [==============================] - 0s 334us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 16/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 17/500 255/255 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 18/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 19/500 255/255 [==============================] - 0s 329us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 20/500 255/255 [==============================] - 0s 330us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 21/500 255/255 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 22/500 255/255 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 23/500 255/255 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 24/500 255/255 [==============================] - 0s 365us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 25/500 255/255 [==============================] - 0s 366us/step - loss: 0.1929 - accuracy: 0.9301 Epoch 26/500 255/255 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 27/500 255/255 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 28/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 29/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 30/500 255/255 [==============================] - 0s 336us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 31/500 255/255 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 32/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 33/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 34/500 255/255 [==============================] - 0s 337us/step - loss: 0.1925 - accuracy: 0.9301 Epoch 35/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9301 Epoch 36/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9301 Epoch 37/500 255/255 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 38/500 255/255 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9301 Epoch 39/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9301 Epoch 40/500 255/255 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9299 Epoch 41/500 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9303 Epoch 42/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 43/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9302 Epoch 44/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 45/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9302 Epoch 46/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 47/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9304 Epoch 48/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 49/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 50/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9302 Epoch 51/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 52/500 255/255 [==============================] - 0s 329us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 53/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9307 Epoch 54/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 55/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9303 Epoch 56/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 57/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 58/500 255/255 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 59/500 255/255 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9304 Epoch 60/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 61/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 62/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 63/500 255/255 [==============================] - 0s 327us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 64/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 65/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9305 Epoch 66/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9307 Epoch 67/500 255/255 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 68/500 255/255 [==============================] - 0s 380us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 69/500 255/255 [==============================] - 0s 373us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 70/500 255/255 [==============================] - 0s 400us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 71/500 255/255 [==============================] - 0s 382us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 72/500 255/255 [==============================] - 0s 346us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 73/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 74/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9307 Epoch 75/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 76/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 77/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 78/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 79/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 80/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 81/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 82/500 255/255 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9308 Epoch 83/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 84/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 85/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 86/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 87/500 255/255 [==============================] - 0s 328us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 88/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 89/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 90/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 91/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 92/500 255/255 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9305 Epoch 93/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 94/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 95/500 255/255 [==============================] - 0s 327us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 96/500 255/255 [==============================] - 0s 413us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 97/500 255/255 [==============================] - 0s 341us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 98/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 99/500 255/255 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9304 Epoch 100/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 101/500 255/255 [==============================] - 0s 326us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 102/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 103/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 104/500 255/255 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 105/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9305 Epoch 106/500 255/255 [==============================] - 0s 339us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 107/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 108/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 109/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 110/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 111/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 112/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9297 Epoch 113/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 114/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9304 Epoch 115/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 116/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 117/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9308 Epoch 118/500 255/255 [==============================] - 0s 338us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 119/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 120/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 121/500 255/255 [==============================] - 0s 326us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 122/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9302 Epoch 123/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9304 Epoch 124/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 125/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 126/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9302 Epoch 127/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9305 Epoch 128/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9301 Epoch 129/500 255/255 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9305 Epoch 130/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 131/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9302 Epoch 132/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9298 Epoch 133/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 134/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9303 Epoch 135/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 136/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9307 Epoch 137/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9302 Epoch 138/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 139/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9303 Epoch 140/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9301 Epoch 141/500 255/255 [==============================] - 0s 328us/step - loss: 0.1903 - accuracy: 0.9299 Epoch 142/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 143/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9302 Epoch 144/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9298 Epoch 145/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 146/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9298 Epoch 147/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9302 Epoch 148/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9301 Epoch 149/500 255/255 [==============================] - 0s 326us/step - loss: 0.1901 - accuracy: 0.9301 Epoch 150/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9305 Epoch 151/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 152/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9299 Epoch 153/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 154/500 255/255 [==============================] - 0s 339us/step - loss: 0.1900 - accuracy: 0.9301 Epoch 155/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9299 Epoch 156/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 157/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9303 Epoch 158/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9302 Epoch 159/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 160/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9299 Epoch 161/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9298 Epoch 162/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 163/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 164/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 165/500 255/255 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9299 Epoch 166/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 167/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9304 Epoch 168/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9304 Epoch 169/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 170/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 171/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9302 Epoch 172/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 173/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9302 Epoch 174/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 175/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 176/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9301 Epoch 177/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 178/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 179/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9299 Epoch 180/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 181/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 182/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 183/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9302 Epoch 184/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 185/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 186/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 187/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 188/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 189/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 190/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 191/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 192/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9303 Epoch 193/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9301 Epoch 194/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9299 Epoch 195/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 196/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 197/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9297 Epoch 198/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 199/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 200/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 201/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 202/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 203/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 204/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 205/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9299 Epoch 206/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 207/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 208/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 209/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 210/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 211/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 212/500 255/255 [==============================] - 0s 339us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 213/500 255/255 [==============================] - 0s 348us/step - loss: 0.1895 - accuracy: 0.9299 Epoch 214/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 215/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 216/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 217/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 218/500 255/255 [==============================] - 0s 344us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 219/500 255/255 [==============================] - 0s 344us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 220/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9299 Epoch 221/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 222/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 223/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9302 Epoch 224/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9307 Epoch 225/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 226/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 227/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9298 Epoch 228/500 255/255 [==============================] - 0s 433us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 229/500 255/255 [==============================] - 0s 340us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 230/500 255/255 [==============================] - 0s 337us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 231/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9303 Epoch 232/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 233/500 255/255 [==============================] - 0s 337us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 234/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 235/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9298 Epoch 236/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 237/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 238/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 239/500 255/255 [==============================] - 0s 339us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 240/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 241/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 242/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9301 Epoch 243/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 244/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 245/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 246/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 247/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 248/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 249/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 250/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 251/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 252/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 253/500 255/255 [==============================] - 0s 340us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 254/500 255/255 [==============================] - 0s 362us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 255/500 255/255 [==============================] - 0s 390us/step - loss: 0.1895 - accuracy: 0.9299 Epoch 256/500 255/255 [==============================] - 0s 388us/step - loss: 0.1897 - accuracy: 0.9302 Epoch 257/500 255/255 [==============================] - 0s 365us/step - loss: 0.1897 - accuracy: 0.9307 Epoch 258/500 255/255 [==============================] - 0s 344us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 259/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9299 Epoch 260/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9299 Epoch 261/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 262/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 263/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 264/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 265/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 266/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 267/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 268/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 269/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 270/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 271/500 255/255 [==============================] - 0s 344us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 272/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 273/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 274/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 275/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 276/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 277/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 278/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 279/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 280/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 281/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9302 Epoch 282/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 283/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9304 Epoch 284/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 286/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 287/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 288/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 289/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 290/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 291/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 292/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 293/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 294/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9299 Epoch 295/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 296/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 297/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9296 Epoch 298/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9303 Epoch 299/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 300/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 301/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 302/500 255/255 [==============================] - 0s 327us/step - loss: 0.1897 - accuracy: 0.9302 Epoch 303/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 304/500 255/255 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 305/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 306/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 307/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 308/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9297 Epoch 309/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 310/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 311/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 312/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 313/500 255/255 [==============================] - 0s 331us/step - 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[==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 324/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 325/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 326/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9313 Epoch 327/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 328/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 329/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9298 Epoch 330/500 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9314 Epoch 331/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 332/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 333/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 334/500 255/255 [==============================] - 0s 340us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 335/500 255/255 [==============================] - 0s 335us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 336/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9297 Epoch 337/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 338/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 339/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 340/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9299 Epoch 341/500 255/255 [==============================] - 0s 335us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 342/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 343/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 344/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 345/500 255/255 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 346/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 347/500 255/255 [==============================] - 0s 336us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 348/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 349/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 350/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 351/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9299 Epoch 352/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9302 Epoch 353/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 354/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 355/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 356/500 255/255 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 357/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9299 Epoch 358/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9302 Epoch 359/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 360/500 255/255 [==============================] - 0s 327us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 361/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9298 Epoch 362/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 363/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 364/500 255/255 [==============================] - 0s 340us/step - loss: 0.1893 - accuracy: 0.9303 Epoch 365/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9304 Epoch 366/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 367/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 368/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 369/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 370/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 371/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9298 Epoch 372/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 373/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 374/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 375/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9299 Epoch 376/500 255/255 [==============================] - 0s 335us/step - loss: 0.1893 - accuracy: 0.9303 Epoch 377/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9307 Epoch 378/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 379/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 380/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 381/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 382/500 255/255 [==============================] - 0s 332us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 383/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 384/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 385/500 255/255 [==============================] - 0s 328us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 386/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 387/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 388/500 255/255 [==============================] - 0s 416us/step - loss: 0.1889 - accuracy: 0.9310 Epoch 389/500 255/255 [==============================] - 0s 340us/step - loss: 0.1895 - accuracy: 0.9309 Epoch 390/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9299 Epoch 391/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 392/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 393/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 394/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9299 Epoch 395/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 396/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 397/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9303 Epoch 398/500 255/255 [==============================] - 0s 335us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 399/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9305 Epoch 400/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9301 Epoch 401/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 402/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9303 Epoch 403/500 255/255 [==============================] - 0s 328us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 404/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 405/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9301 Epoch 406/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 407/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 408/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 409/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 410/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 411/500 255/255 [==============================] - 0s 337us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 412/500 255/255 [==============================] - 0s 326us/step - loss: 0.1893 - accuracy: 0.9310 Epoch 413/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 414/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 415/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9308 Epoch 416/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 417/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 418/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9301 Epoch 419/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 420/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9302 Epoch 421/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 422/500 255/255 [==============================] - 0s 327us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 423/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9298 Epoch 424/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 425/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9305 Epoch 426/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9302 Epoch 427/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 428/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 429/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 430/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9301 Epoch 431/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9301 Epoch 432/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9298 Epoch 433/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9302 Epoch 434/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 435/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9299 Epoch 436/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 437/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 438/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9308 Epoch 439/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9304 Epoch 440/500 255/255 [==============================] - 0s 371us/step - loss: 0.1890 - accuracy: 0.9307 Epoch 441/500 255/255 [==============================] - 0s 380us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 442/500 255/255 [==============================] - 0s 401us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 443/500 255/255 [==============================] - 0s 386us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 444/500 255/255 [==============================] - 0s 343us/step - loss: 0.1895 - accuracy: 0.9298 Epoch 445/500 255/255 [==============================] - 0s 337us/step - loss: 0.1893 - accuracy: 0.9304 Epoch 446/500 255/255 [==============================] - 0s 340us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 447/500 255/255 [==============================] - 0s 336us/step - loss: 0.1892 - accuracy: 0.9303 Epoch 448/500 255/255 [==============================] - 0s 339us/step - loss: 0.1892 - accuracy: 0.9301 Epoch 449/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9305 Epoch 450/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9301 Epoch 451/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 452/500 255/255 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 453/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 454/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 455/500 255/255 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9303 Epoch 456/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 457/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 458/500 255/255 [==============================] - 0s 329us/step - loss: 0.1891 - accuracy: 0.9302 Epoch 459/500 255/255 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9309 Epoch 460/500 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9303 Epoch 461/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9301 Epoch 462/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9298 Epoch 463/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 464/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9298 Epoch 465/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9309 Epoch 466/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 467/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 468/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 469/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9308 Epoch 470/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 471/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9308 Epoch 472/500 255/255 [==============================] - 0s 335us/step - loss: 0.1894 - accuracy: 0.9304 Epoch 473/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9309 Epoch 474/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 475/500 255/255 [==============================] - 0s 328us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 476/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9302 Epoch 477/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9299 Epoch 478/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 479/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9299 Epoch 480/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 481/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 482/500 255/255 [==============================] - 0s 336us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 483/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9303 Epoch 484/500 255/255 [==============================] - 0s 328us/step - loss: 0.1893 - accuracy: 0.9302 Epoch 485/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9303 Epoch 486/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 487/500 255/255 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9303 Epoch 488/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9302 Epoch 489/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9305 Epoch 490/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9308 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9307 Epoch 492/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9303 Epoch 493/500 255/255 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9307 Epoch 494/500 255/255 [==============================] - 0s 329us/step - loss: 0.1892 - accuracy: 0.9308 Epoch 495/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9302 Epoch 496/500 255/255 [==============================] - 0s 336us/step - loss: 0.1892 - accuracy: 0.9303 Epoch 497/500 255/255 [==============================] - 0s 328us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 498/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9303 Epoch 499/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9304 Epoch 500/500 255/255 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9305 29/29 [==============================] - 0s 305us/step Epoch 1/500 255/255 [==============================] - 0s 387us/step - loss: 0.5110 - accuracy: 0.9285 Epoch 2/500 255/255 [==============================] - 0s 335us/step - loss: 0.2221 - accuracy: 0.9308 Epoch 3/500 255/255 [==============================] - 0s 333us/step - loss: 0.2030 - accuracy: 0.9308 Epoch 4/500 255/255 [==============================] - 0s 331us/step - loss: 0.2004 - accuracy: 0.9308 Epoch 5/500 255/255 [==============================] - 0s 331us/step - loss: 0.1992 - accuracy: 0.9308 Epoch 6/500 255/255 [==============================] - 0s 332us/step - loss: 0.1984 - accuracy: 0.9308 Epoch 7/500 255/255 [==============================] - 0s 332us/step - loss: 0.1980 - accuracy: 0.9308 Epoch 8/500 255/255 [==============================] - 0s 332us/step - loss: 0.1974 - accuracy: 0.9308 Epoch 9/500 255/255 [==============================] - 0s 331us/step - loss: 0.1969 - accuracy: 0.9308 Epoch 10/500 255/255 [==============================] - 0s 331us/step - loss: 0.1963 - accuracy: 0.9308 Epoch 11/500 255/255 [==============================] - 0s 335us/step - loss: 0.1962 - accuracy: 0.9308 Epoch 12/500 255/255 [==============================] - 0s 328us/step - loss: 0.1959 - accuracy: 0.9308 Epoch 13/500 255/255 [==============================] - 0s 329us/step - loss: 0.1955 - accuracy: 0.9308 Epoch 14/500 255/255 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9308 Epoch 15/500 255/255 [==============================] - 0s 329us/step - loss: 0.1952 - accuracy: 0.9308 Epoch 16/500 255/255 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9308 Epoch 17/500 255/255 [==============================] - 0s 332us/step - loss: 0.1950 - accuracy: 0.9308 Epoch 18/500 255/255 [==============================] - 0s 336us/step - loss: 0.1948 - accuracy: 0.9308 Epoch 19/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 20/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9308 Epoch 21/500 255/255 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9308 Epoch 22/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9308 Epoch 23/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9308 Epoch 24/500 255/255 [==============================] - 0s 329us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 25/500 255/255 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9308 Epoch 26/500 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 27/500 255/255 [==============================] - 0s 326us/step - loss: 0.1941 - accuracy: 0.9308 Epoch 28/500 255/255 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 29/500 255/255 [==============================] - 0s 327us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 30/500 255/255 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9308 Epoch 31/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 32/500 255/255 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 33/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9308 Epoch 34/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9308 Epoch 35/500 255/255 [==============================] - 0s 336us/step - loss: 0.1935 - accuracy: 0.9308 Epoch 36/500 255/255 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 37/500 255/255 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 38/500 255/255 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9308 Epoch 39/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 40/500 255/255 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 41/500 255/255 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9308 Epoch 42/500 255/255 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9308 Epoch 43/500 255/255 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 44/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 45/500 255/255 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9308 Epoch 46/500 255/255 [==============================] - 0s 328us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 47/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 48/500 255/255 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9308 Epoch 49/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9308 Epoch 50/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 51/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9308 Epoch 52/500 255/255 [==============================] - 0s 333us/step - loss: 0.1928 - accuracy: 0.9308 Epoch 53/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9308 Epoch 54/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 55/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9308 Epoch 56/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 57/500 255/255 [==============================] - 0s 331us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 58/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 59/500 255/255 [==============================] - 0s 337us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 60/500 255/255 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9309 Epoch 61/500 255/255 [==============================] - 0s 336us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 62/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 63/500 255/255 [==============================] - 0s 338us/step - loss: 0.1922 - accuracy: 0.9308 Epoch 64/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 65/500 255/255 [==============================] - 0s 336us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 66/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9309 Epoch 67/500 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 68/500 255/255 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 69/500 255/255 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 70/500 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 71/500 255/255 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 72/500 255/255 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 73/500 255/255 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 74/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 75/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 76/500 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 77/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9307 Epoch 78/500 255/255 [==============================] - 0s 336us/step - loss: 0.1919 - accuracy: 0.9308 Epoch 79/500 255/255 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 80/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 81/500 255/255 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 82/500 255/255 [==============================] - 0s 343us/step - loss: 0.1917 - accuracy: 0.9309 Epoch 83/500 255/255 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 84/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9312 Epoch 85/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 86/500 255/255 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9313 Epoch 87/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 88/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9313 Epoch 89/500 255/255 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 90/500 255/255 [==============================] - 0s 336us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 91/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 92/500 255/255 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9317 Epoch 93/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9314 Epoch 94/500 255/255 [==============================] - 0s 329us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 95/500 255/255 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 96/500 255/255 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 97/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 98/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 99/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 100/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 101/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 102/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 103/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 104/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 105/500 255/255 [==============================] - 0s 329us/step - loss: 0.1913 - accuracy: 0.9313 Epoch 106/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 107/500 255/255 [==============================] - 0s 330us/step - loss: 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[==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9317 Epoch 118/500 255/255 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 119/500 255/255 [==============================] - 0s 337us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 120/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 121/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 122/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 123/500 255/255 [==============================] - 0s 378us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 124/500 255/255 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 125/500 255/255 [==============================] - 0s 387us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 126/500 255/255 [==============================] - 0s 393us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 127/500 255/255 [==============================] - 0s 354us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 128/500 255/255 [==============================] - 0s 339us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 129/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 130/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9314 Epoch 131/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 132/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 133/500 255/255 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 134/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 135/500 255/255 [==============================] - 0s 337us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 136/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 137/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 138/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 139/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 140/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 141/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9310 Epoch 142/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 143/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 144/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 145/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9313 Epoch 146/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 147/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 148/500 255/255 [==============================] - 0s 328us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 149/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9313 Epoch 150/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9312 Epoch 151/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 152/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 153/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 154/500 255/255 [==============================] - 0s 338us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 155/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 156/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 157/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 158/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 159/500 255/255 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 160/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 161/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9315 Epoch 162/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 163/500 255/255 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 164/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 165/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 166/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 167/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 168/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 169/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 170/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 171/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 172/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9321 Epoch 173/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 174/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 175/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 176/500 255/255 [==============================] - 0s 381us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 177/500 255/255 [==============================] - 0s 361us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 178/500 255/255 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9317 Epoch 179/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 180/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 181/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 182/500 255/255 [==============================] - 0s 327us/step - loss: 0.1904 - accuracy: 0.9321 Epoch 183/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 184/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 185/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 186/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 187/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 188/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 189/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 190/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 191/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 192/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 193/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 194/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 195/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 196/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9325 Epoch 197/500 255/255 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 198/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9321 Epoch 199/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 200/500 255/255 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 201/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 202/500 255/255 [==============================] - 0s 325us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 203/500 255/255 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 204/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 205/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 206/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 207/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 208/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9317 Epoch 209/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 210/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 211/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 212/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9323 Epoch 213/500 255/255 [==============================] - 0s 329us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 214/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 215/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 216/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 217/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 218/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 219/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 220/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 221/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 222/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 224/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 225/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 226/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9318 Epoch 227/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 228/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 229/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 230/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 231/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 232/500 255/255 [==============================] - 0s 327us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 233/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9323 Epoch 234/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 235/500 255/255 [==============================] - 0s 341us/step - loss: 0.1903 - accuracy: 0.9307 Epoch 236/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9308 Epoch 237/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 238/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 239/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9310 Epoch 240/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 241/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 242/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9312 Epoch 243/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 244/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 245/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 246/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9307 Epoch 247/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 248/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 249/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 250/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9313 Epoch 251/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 252/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 253/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 254/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 255/500 255/255 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 256/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 257/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 258/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 259/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 260/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 261/500 255/255 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 262/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 263/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 264/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 265/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9312 Epoch 266/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 267/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 268/500 255/255 [==============================] - 0s 340us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 269/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 270/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 271/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 272/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 273/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 274/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 275/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 276/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 277/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 278/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 279/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 280/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 281/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 282/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 283/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 284/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 285/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 286/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 287/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 288/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 289/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 290/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 291/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 292/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 293/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 294/500 255/255 [==============================] - 0s 346us/step - loss: 0.1901 - accuracy: 0.9307 Epoch 295/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 296/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9305 Epoch 297/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 298/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 299/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 300/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 301/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 302/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 303/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 304/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 305/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 306/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 307/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 308/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 309/500 255/255 [==============================] - 0s 370us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 310/500 255/255 [==============================] - 0s 392us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 311/500 255/255 [==============================] - 0s 403us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 312/500 255/255 [==============================] - 0s 404us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 313/500 255/255 [==============================] - 0s 364us/step - loss: 0.1904 - accuracy: 0.9312 Epoch 314/500 255/255 [==============================] - 0s 345us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 315/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 316/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 317/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 318/500 255/255 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 319/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 320/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9310 Epoch 321/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 322/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 323/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 324/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 325/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 326/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 327/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 328/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 329/500 255/255 [==============================] - 0s 338us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 330/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 331/500 255/255 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 332/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 333/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 334/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9314 Epoch 335/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 336/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 337/500 255/255 [==============================] - 0s 336us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 338/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 339/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 340/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 341/500 255/255 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 342/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9310 Epoch 343/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 344/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 345/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 346/500 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9315 Epoch 347/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 348/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 349/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 350/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 351/500 255/255 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 352/500 255/255 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 353/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 354/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 355/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 356/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 357/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 358/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 359/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 360/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 361/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 362/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 363/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9309 Epoch 364/500 255/255 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9313 Epoch 365/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 366/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9307 Epoch 367/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 368/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 369/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 370/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9305 Epoch 371/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 372/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9308 Epoch 373/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 374/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 375/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9309 Epoch 376/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 377/500 255/255 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9305 Epoch 378/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 379/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 380/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9307 Epoch 381/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 382/500 255/255 [==============================] - 0s 342us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 383/500 255/255 [==============================] - 0s 403us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 384/500 255/255 [==============================] - 0s 345us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 385/500 255/255 [==============================] - 0s 347us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 386/500 255/255 [==============================] - 0s 339us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 387/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 388/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 389/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 390/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 391/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 392/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 393/500 255/255 [==============================] - 0s 437us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 394/500 255/255 [==============================] - 0s 342us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 395/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 396/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 397/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 398/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 399/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 400/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 401/500 255/255 [==============================] - 0s 338us/step - loss: 0.1903 - accuracy: 0.9308 Epoch 402/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 403/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9312 Epoch 404/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 405/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 406/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 407/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 408/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9312 Epoch 409/500 255/255 [==============================] - 0s 340us/step - loss: 0.1897 - accuracy: 0.9308 Epoch 410/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 411/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 412/500 255/255 [==============================] - 0s 339us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 413/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 414/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9303 Epoch 415/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9314 Epoch 416/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9315 Epoch 417/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9309 Epoch 418/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 419/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 420/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 421/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 422/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9303 Epoch 423/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 424/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 425/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 426/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 427/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 428/500 255/255 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 429/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 430/500 255/255 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9313 Epoch 431/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 432/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 433/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9307 Epoch 434/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 435/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 436/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 437/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 438/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 439/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9314 Epoch 440/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 441/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 442/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 443/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 444/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 445/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 446/500 255/255 [==============================] - 0s 327us/step - loss: 0.1900 - accuracy: 0.9304 Epoch 447/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 448/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 449/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 450/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 451/500 255/255 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9308 Epoch 452/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 453/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9309 Epoch 454/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 455/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 456/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 457/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9309 Epoch 458/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9314 Epoch 459/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9313 Epoch 460/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9310 Epoch 461/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 462/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9304 Epoch 463/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9309 Epoch 464/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 465/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 466/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9314 Epoch 467/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9310 Epoch 468/500 255/255 [==============================] - 0s 414us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 469/500 255/255 [==============================] - 0s 337us/step - loss: 0.1897 - accuracy: 0.9304 Epoch 470/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9305 Epoch 471/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 472/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 473/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 474/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9312 Epoch 475/500 255/255 [==============================] - 0s 329us/step - loss: 0.1893 - accuracy: 0.9312 Epoch 476/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9315 Epoch 477/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9313 Epoch 478/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9308 Epoch 479/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9310 Epoch 480/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9310 Epoch 481/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9312 Epoch 482/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 483/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 484/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9308 Epoch 485/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9314 Epoch 486/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9312 Epoch 487/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9313 Epoch 488/500 255/255 [==============================] - 0s 327us/step - loss: 0.1896 - accuracy: 0.9312 Epoch 489/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9315 Epoch 490/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9308 Epoch 491/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9307 Epoch 492/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9307 Epoch 493/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 494/500 255/255 [==============================] - 0s 356us/step - loss: 0.1899 - accuracy: 0.9318 Epoch 495/500 255/255 [==============================] - 0s 361us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 496/500 255/255 [==============================] - 0s 383us/step - loss: 0.1901 - accuracy: 0.9310 Epoch 497/500 255/255 [==============================] - 0s 381us/step - loss: 0.1899 - accuracy: 0.9309 Epoch 498/500 255/255 [==============================] - 0s 383us/step - loss: 0.1899 - accuracy: 0.9313 Epoch 499/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9309 Epoch 500/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9317 29/29 [==============================] - 0s 314us/step Epoch 1/500 255/255 [==============================] - 0s 386us/step - loss: 0.5898 - accuracy: 0.9260 Epoch 2/500 255/255 [==============================] - 0s 336us/step - loss: 0.2987 - accuracy: 0.9296 Epoch 3/500 255/255 [==============================] - 0s 334us/step - loss: 0.2155 - accuracy: 0.9296 Epoch 4/500 255/255 [==============================] - 0s 331us/step - loss: 0.2071 - accuracy: 0.9296 Epoch 5/500 255/255 [==============================] - 0s 331us/step - loss: 0.2038 - accuracy: 0.9296 Epoch 6/500 255/255 [==============================] - 0s 335us/step - loss: 0.2021 - accuracy: 0.9296 Epoch 7/500 255/255 [==============================] - 0s 335us/step - loss: 0.2008 - accuracy: 0.9296 Epoch 8/500 255/255 [==============================] - 0s 334us/step - loss: 0.1999 - accuracy: 0.9296 Epoch 9/500 255/255 [==============================] - 0s 334us/step - loss: 0.1991 - accuracy: 0.9296 Epoch 10/500 255/255 [==============================] - 0s 331us/step - loss: 0.1984 - accuracy: 0.9296 Epoch 11/500 255/255 [==============================] - 0s 334us/step - loss: 0.1980 - accuracy: 0.9296 Epoch 12/500 255/255 [==============================] - 0s 334us/step - loss: 0.1977 - accuracy: 0.9296 Epoch 13/500 255/255 [==============================] - 0s 334us/step - loss: 0.1975 - accuracy: 0.9296 Epoch 14/500 255/255 [==============================] - 0s 336us/step - loss: 0.1973 - accuracy: 0.9296 Epoch 15/500 255/255 [==============================] - 0s 333us/step - loss: 0.1970 - accuracy: 0.9296 Epoch 16/500 255/255 [==============================] - 0s 330us/step - loss: 0.1968 - accuracy: 0.9296 Epoch 17/500 255/255 [==============================] - 0s 334us/step - loss: 0.1968 - accuracy: 0.9296 Epoch 18/500 255/255 [==============================] - 0s 335us/step - loss: 0.1966 - accuracy: 0.9296 Epoch 19/500 255/255 [==============================] - 0s 332us/step - loss: 0.1967 - accuracy: 0.9296 Epoch 20/500 255/255 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9296 Epoch 21/500 255/255 [==============================] - 0s 335us/step - loss: 0.1964 - accuracy: 0.9296 Epoch 22/500 255/255 [==============================] - 0s 338us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 23/500 255/255 [==============================] - 0s 337us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 24/500 255/255 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9296 Epoch 25/500 255/255 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 26/500 255/255 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9296 Epoch 27/500 255/255 [==============================] - 0s 336us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 28/500 255/255 [==============================] - 0s 333us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 29/500 255/255 [==============================] - 0s 334us/step - loss: 0.1958 - accuracy: 0.9296 Epoch 30/500 255/255 [==============================] - 0s 330us/step - loss: 0.1956 - accuracy: 0.9296 Epoch 31/500 255/255 [==============================] - 0s 333us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 32/500 255/255 [==============================] - 0s 331us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 33/500 255/255 [==============================] - 0s 331us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 34/500 255/255 [==============================] - 0s 331us/step - loss: 0.1953 - accuracy: 0.9296 Epoch 35/500 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 36/500 255/255 [==============================] - 0s 329us/step - loss: 0.1952 - accuracy: 0.9296 Epoch 37/500 255/255 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 38/500 255/255 [==============================] - 0s 332us/step - loss: 0.1950 - accuracy: 0.9294 Epoch 39/500 255/255 [==============================] - 0s 336us/step - loss: 0.1949 - accuracy: 0.9296 Epoch 40/500 255/255 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9296 Epoch 41/500 255/255 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9296 Epoch 42/500 255/255 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9297 Epoch 43/500 255/255 [==============================] - 0s 336us/step - loss: 0.1947 - accuracy: 0.9297 Epoch 44/500 255/255 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9301 Epoch 45/500 255/255 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 46/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 47/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9303 Epoch 48/500 255/255 [==============================] - 0s 332us/step - loss: 0.1945 - accuracy: 0.9301 Epoch 49/500 255/255 [==============================] - 0s 336us/step - loss: 0.1941 - accuracy: 0.9301 Epoch 50/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 51/500 255/255 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9303 Epoch 52/500 255/255 [==============================] - 0s 332us/step - loss: 0.1941 - accuracy: 0.9298 Epoch 53/500 255/255 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9301 Epoch 54/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9299 Epoch 55/500 255/255 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9303 Epoch 56/500 255/255 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9305 Epoch 57/500 255/255 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9304 Epoch 58/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 59/500 255/255 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9304 Epoch 60/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9301 Epoch 61/500 255/255 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 62/500 255/255 [==============================] - 0s 337us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 63/500 255/255 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9303 Epoch 64/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 65/500 255/255 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9297 Epoch 66/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 67/500 255/255 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9296 Epoch 68/500 255/255 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9304 Epoch 69/500 255/255 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9305 Epoch 70/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 71/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9304 Epoch 72/500 255/255 [==============================] - 0s 331us/step - loss: 0.1932 - accuracy: 0.9310 Epoch 73/500 255/255 [==============================] - 0s 334us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 74/500 255/255 [==============================] - 0s 331us/step - loss: 0.1931 - accuracy: 0.9301 Epoch 75/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9303 Epoch 76/500 255/255 [==============================] - 0s 333us/step - loss: 0.1930 - accuracy: 0.9305 Epoch 77/500 255/255 [==============================] - 0s 330us/step - loss: 0.1930 - accuracy: 0.9298 Epoch 78/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9298 Epoch 79/500 255/255 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 80/500 255/255 [==============================] - 0s 338us/step - loss: 0.1928 - accuracy: 0.9298 Epoch 81/500 255/255 [==============================] - 0s 340us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 82/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9304 Epoch 83/500 255/255 [==============================] - 0s 332us/step - loss: 0.1927 - accuracy: 0.9302 Epoch 84/500 255/255 [==============================] - 0s 383us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 85/500 255/255 [==============================] - 0s 365us/step - loss: 0.1928 - accuracy: 0.9301 Epoch 86/500 255/255 [==============================] - 0s 339us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 87/500 255/255 [==============================] - 0s 330us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 88/500 255/255 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9298 Epoch 89/500 255/255 [==============================] - 0s 335us/step - loss: 0.1928 - accuracy: 0.9302 Epoch 90/500 255/255 [==============================] - 0s 346us/step - loss: 0.1927 - accuracy: 0.9299 Epoch 91/500 255/255 [==============================] - 0s 336us/step - loss: 0.1927 - accuracy: 0.9299 Epoch 92/500 255/255 [==============================] - 0s 336us/step - loss: 0.1925 - accuracy: 0.9296 Epoch 93/500 255/255 [==============================] - 0s 337us/step - loss: 0.1927 - accuracy: 0.9296 Epoch 94/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9294 Epoch 95/500 255/255 [==============================] - 0s 333us/step - loss: 0.1927 - accuracy: 0.9298 Epoch 96/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9299 Epoch 97/500 255/255 [==============================] - 0s 440us/step - loss: 0.1926 - accuracy: 0.9305 Epoch 98/500 255/255 [==============================] - 0s 340us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 99/500 255/255 [==============================] - 0s 336us/step - loss: 0.1926 - accuracy: 0.9299 Epoch 100/500 255/255 [==============================] - 0s 331us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 101/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 102/500 255/255 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 103/500 255/255 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9303 Epoch 104/500 255/255 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9298 Epoch 105/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 106/500 255/255 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9299 Epoch 107/500 255/255 [==============================] - 0s 327us/step - loss: 0.1925 - accuracy: 0.9303 Epoch 108/500 255/255 [==============================] - 0s 328us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 109/500 255/255 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9299 Epoch 110/500 255/255 [==============================] - 0s 327us/step - loss: 0.1922 - accuracy: 0.9309 Epoch 111/500 255/255 [==============================] - 0s 326us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 112/500 255/255 [==============================] - 0s 325us/step - loss: 0.1925 - accuracy: 0.9298 Epoch 113/500 255/255 [==============================] - 0s 326us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 114/500 255/255 [==============================] - 0s 328us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 115/500 255/255 [==============================] - 0s 328us/step - loss: 0.1924 - accuracy: 0.9293 Epoch 116/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9307 Epoch 117/500 255/255 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 118/500 255/255 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9304 Epoch 119/500 255/255 [==============================] - 0s 337us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 120/500 255/255 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 121/500 255/255 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9317 Epoch 122/500 255/255 [==============================] - 0s 329us/step - loss: 0.1923 - accuracy: 0.9304 Epoch 123/500 255/255 [==============================] - 0s 329us/step - loss: 0.1922 - accuracy: 0.9317 Epoch 124/500 255/255 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 125/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9309 Epoch 126/500 255/255 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9307 Epoch 127/500 255/255 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9304 Epoch 128/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 129/500 255/255 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9313 Epoch 130/500 255/255 [==============================] - 0s 330us/step - loss: 0.1920 - accuracy: 0.9304 Epoch 131/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 132/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9305 Epoch 133/500 255/255 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9314 Epoch 134/500 255/255 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9307 Epoch 135/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9305 Epoch 136/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9308 Epoch 137/500 255/255 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 138/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9313 Epoch 139/500 255/255 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9315 Epoch 140/500 255/255 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 141/500 255/255 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 142/500 255/255 [==============================] - 0s 332us/step - loss: 0.1918 - accuracy: 0.9305 Epoch 143/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 144/500 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 145/500 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9310 Epoch 146/500 255/255 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 147/500 255/255 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 148/500 255/255 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 149/500 255/255 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 150/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9310 Epoch 151/500 255/255 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 152/500 255/255 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9308 Epoch 153/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9308 Epoch 154/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9297 Epoch 155/500 255/255 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 156/500 255/255 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9302 Epoch 157/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 158/500 255/255 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 159/500 255/255 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9318 Epoch 160/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 161/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9310 Epoch 162/500 255/255 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 163/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 164/500 255/255 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9304 Epoch 165/500 255/255 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 166/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 167/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9308 Epoch 168/500 255/255 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 169/500 255/255 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 170/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9298 Epoch 171/500 255/255 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9303 Epoch 172/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9309 Epoch 173/500 255/255 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 174/500 255/255 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9308 Epoch 175/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 176/500 255/255 [==============================] - 0s 340us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 177/500 255/255 [==============================] - 0s 370us/step - loss: 0.1915 - accuracy: 0.9313 Epoch 178/500 255/255 [==============================] - 0s 378us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 179/500 255/255 [==============================] - 0s 377us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 180/500 255/255 [==============================] - 0s 395us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 181/500 255/255 [==============================] - 0s 345us/step - loss: 0.1914 - accuracy: 0.9305 Epoch 182/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 183/500 255/255 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9308 Epoch 184/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9312 Epoch 185/500 255/255 [==============================] - 0s 329us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 186/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9309 Epoch 187/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9310 Epoch 188/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9302 Epoch 189/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9307 Epoch 190/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9304 Epoch 191/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 192/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 193/500 255/255 [==============================] - 0s 330us/step - loss: 0.1913 - accuracy: 0.9310 Epoch 194/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 195/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 196/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 197/500 255/255 [==============================] - 0s 340us/step - loss: 0.1912 - accuracy: 0.9307 Epoch 198/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9303 Epoch 199/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9312 Epoch 200/500 255/255 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9301 Epoch 201/500 255/255 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9319 Epoch 202/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9304 Epoch 203/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9307 Epoch 204/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 205/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 206/500 255/255 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9303 Epoch 207/500 255/255 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9317 Epoch 208/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9317 Epoch 209/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 210/500 255/255 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 211/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9307 Epoch 212/500 255/255 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9303 Epoch 213/500 255/255 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 214/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9314 Epoch 215/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 216/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 217/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 218/500 255/255 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9305 Epoch 219/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9301 Epoch 220/500 255/255 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9305 Epoch 221/500 255/255 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9313 Epoch 222/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 224/500 255/255 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9308 Epoch 225/500 255/255 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9304 Epoch 226/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9308 Epoch 227/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 228/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 229/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9315 Epoch 230/500 255/255 [==============================] - 0s 340us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 231/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9309 Epoch 232/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9301 Epoch 233/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 234/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 235/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 236/500 255/255 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9310 Epoch 237/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9318 Epoch 238/500 255/255 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9312 Epoch 239/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 240/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9310 Epoch 241/500 255/255 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 242/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9303 Epoch 243/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9303 Epoch 244/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 245/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 246/500 255/255 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9310 Epoch 247/500 255/255 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9319 Epoch 248/500 255/255 [==============================] - 0s 330us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 249/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9325 Epoch 250/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9309 Epoch 251/500 255/255 [==============================] - 0s 328us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 252/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9315 Epoch 253/500 255/255 [==============================] - 0s 333us/step - loss: 0.1907 - accuracy: 0.9313 Epoch 254/500 255/255 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9328 Epoch 255/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 256/500 255/255 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 257/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 258/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9315 Epoch 259/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 260/500 255/255 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 261/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 262/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 263/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9319 Epoch 264/500 255/255 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 265/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 266/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9315 Epoch 267/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 268/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9317 Epoch 269/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9318 Epoch 270/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 271/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9321 Epoch 272/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 273/500 255/255 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9313 Epoch 274/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9321 Epoch 275/500 255/255 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 276/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9307 Epoch 277/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9310 Epoch 278/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9312 Epoch 279/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 280/500 255/255 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9308 Epoch 281/500 255/255 [==============================] - 0s 329us/step - loss: 0.1906 - accuracy: 0.9317 Epoch 282/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9325 Epoch 283/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9324 Epoch 284/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 285/500 255/255 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9314 Epoch 286/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9309 Epoch 287/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 288/500 255/255 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9321 Epoch 289/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9321 Epoch 290/500 255/255 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9310 Epoch 291/500 255/255 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9320 Epoch 292/500 255/255 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9314 Epoch 293/500 255/255 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 294/500 255/255 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 295/500 255/255 [==============================] - 0s 329us/step - loss: 0.1905 - accuracy: 0.9313 Epoch 296/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9319 Epoch 297/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 298/500 255/255 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 299/500 255/255 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9323 Epoch 300/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9318 Epoch 301/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9315 Epoch 302/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 303/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9323 Epoch 304/500 255/255 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9321 Epoch 305/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 306/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9319 Epoch 307/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9314 Epoch 308/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9315 Epoch 309/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9314 Epoch 310/500 255/255 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 311/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 312/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 313/500 255/255 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9315 Epoch 314/500 255/255 [==============================] - 0s 411us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 315/500 255/255 [==============================] - 0s 340us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 316/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313 Epoch 317/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9326 Epoch 318/500 255/255 [==============================] - 0s 335us/step - loss: 0.1906 - accuracy: 0.9314 Epoch 319/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 320/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 321/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9317 Epoch 322/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9319 Epoch 323/500 255/255 [==============================] - 0s 337us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 324/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9323 Epoch 325/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9312 Epoch 326/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 327/500 255/255 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9320 Epoch 328/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 329/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9308 Epoch 330/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9323 Epoch 331/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9328 Epoch 332/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 333/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9319 Epoch 334/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9315 Epoch 335/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 336/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9320 Epoch 337/500 255/255 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9314 Epoch 338/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9325 Epoch 339/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9317 Epoch 340/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 341/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9331 Epoch 342/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9318 Epoch 343/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9319 Epoch 344/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9328 Epoch 345/500 255/255 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 346/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9321 Epoch 347/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9325 Epoch 348/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9333 Epoch 349/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9321 Epoch 350/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9328 Epoch 351/500 255/255 [==============================] - 0s 330us/step - loss: 0.1902 - accuracy: 0.9328 Epoch 352/500 255/255 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9333 Epoch 353/500 255/255 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9321 Epoch 354/500 255/255 [==============================] - 0s 327us/step - loss: 0.1898 - accuracy: 0.9328 Epoch 355/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9319 Epoch 356/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9318 Epoch 357/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 358/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9326 Epoch 359/500 255/255 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9329 Epoch 360/500 255/255 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9323 Epoch 361/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9323 Epoch 362/500 255/255 [==============================] - 0s 342us/step - loss: 0.1901 - accuracy: 0.9324 Epoch 363/500 255/255 [==============================] - 0s 370us/step - loss: 0.1901 - accuracy: 0.9321 Epoch 364/500 255/255 [==============================] - 0s 385us/step - loss: 0.1900 - accuracy: 0.9325 Epoch 365/500 255/255 [==============================] - 0s 389us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 366/500 255/255 [==============================] - 0s 389us/step - loss: 0.1898 - accuracy: 0.9323 Epoch 367/500 255/255 [==============================] - 0s 343us/step - loss: 0.1899 - accuracy: 0.9330 Epoch 368/500 255/255 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9328 Epoch 369/500 255/255 [==============================] - 0s 340us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 370/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 371/500 255/255 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9323 Epoch 372/500 255/255 [==============================] - 0s 341us/step - loss: 0.1899 - accuracy: 0.9321 Epoch 373/500 255/255 [==============================] - 0s 337us/step - loss: 0.1898 - accuracy: 0.9324 Epoch 374/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9329 Epoch 375/500 255/255 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 376/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9330 Epoch 377/500 255/255 [==============================] - 0s 337us/step - loss: 0.1897 - accuracy: 0.9331 Epoch 378/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9331 Epoch 379/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9321 Epoch 380/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9326 Epoch 381/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9326 Epoch 382/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9325 Epoch 383/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9325 Epoch 384/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9330 Epoch 385/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9320 Epoch 386/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9330 Epoch 387/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9324 Epoch 388/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9328 Epoch 389/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9334 Epoch 390/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9333 Epoch 391/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9328 Epoch 392/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9328 Epoch 393/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9328 Epoch 394/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9321 Epoch 395/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9330 Epoch 396/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9328 Epoch 397/500 255/255 [==============================] - 0s 329us/step - loss: 0.1899 - accuracy: 0.9330 Epoch 398/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9329 Epoch 399/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9333 Epoch 400/500 255/255 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9329 Epoch 401/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 402/500 255/255 [==============================] - 0s 326us/step - loss: 0.1896 - accuracy: 0.9328 Epoch 403/500 255/255 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9331 Epoch 404/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9333 Epoch 405/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9323 Epoch 406/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9331 Epoch 407/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9330 Epoch 408/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 409/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9324 Epoch 410/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9330 Epoch 411/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9320 Epoch 412/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9333 Epoch 413/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9328 Epoch 414/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9336 Epoch 415/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9319 Epoch 416/500 255/255 [==============================] - 0s 338us/step - loss: 0.1895 - accuracy: 0.9323 Epoch 417/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9333 Epoch 418/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9328 Epoch 419/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9325 Epoch 420/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9336 Epoch 421/500 255/255 [==============================] - 0s 336us/step - loss: 0.1894 - accuracy: 0.9336 Epoch 422/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9324 Epoch 423/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9333 Epoch 424/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9325 Epoch 425/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9330 Epoch 426/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9335 Epoch 427/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9335 Epoch 428/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9323 Epoch 429/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9331 Epoch 430/500 255/255 [==============================] - 0s 338us/step - loss: 0.1896 - accuracy: 0.9340 Epoch 431/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9325 Epoch 432/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9329 Epoch 433/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9336 Epoch 434/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9334 Epoch 435/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9335 Epoch 436/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9335 Epoch 437/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9334 Epoch 438/500 255/255 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9326 Epoch 439/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9326 Epoch 440/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9334 Epoch 441/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9341 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 443/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9333 Epoch 444/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9330 Epoch 445/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9337 Epoch 446/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9333 Epoch 447/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9334 Epoch 448/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9331 Epoch 449/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9326 Epoch 450/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9331 Epoch 451/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9335 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9337 Epoch 453/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9340 Epoch 454/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9326 Epoch 455/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9334 Epoch 456/500 255/255 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9334 Epoch 457/500 255/255 [==============================] - 0s 337us/step - loss: 0.1896 - accuracy: 0.9336 Epoch 458/500 255/255 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9333 Epoch 459/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 460/500 255/255 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9324 Epoch 461/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9328 Epoch 462/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9340 Epoch 463/500 255/255 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9330 Epoch 464/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9331 Epoch 465/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9330 Epoch 466/500 255/255 [==============================] - 0s 336us/step - loss: 0.1895 - accuracy: 0.9331 Epoch 467/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9334 Epoch 468/500 255/255 [==============================] - 0s 331us/step - loss: 0.1897 - accuracy: 0.9334 Epoch 469/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9337 Epoch 470/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9331 Epoch 471/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9331 Epoch 472/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 473/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9336 Epoch 474/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9337 Epoch 475/500 255/255 [==============================] - 0s 330us/step - loss: 0.1898 - accuracy: 0.9339 Epoch 476/500 255/255 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9330 Epoch 477/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9326 Epoch 478/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9337 Epoch 479/500 255/255 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9328 Epoch 480/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9337 Epoch 481/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9333 Epoch 482/500 255/255 [==============================] - 0s 329us/step - loss: 0.1898 - accuracy: 0.9335 Epoch 483/500 255/255 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9335 Epoch 484/500 255/255 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9336 Epoch 485/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9336 Epoch 486/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9337 Epoch 487/500 255/255 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9340 Epoch 488/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 489/500 255/255 [==============================] - 0s 344us/step - loss: 0.1899 - accuracy: 0.9331 Epoch 490/500 255/255 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9334 Epoch 491/500 255/255 [==============================] - 0s 338us/step - loss: 0.1896 - accuracy: 0.9345 Epoch 492/500 255/255 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9340 Epoch 493/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9336 Epoch 494/500 255/255 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9341 Epoch 495/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 496/500 255/255 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 497/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9340 Epoch 498/500 255/255 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9334 Epoch 499/500 255/255 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9333 Epoch 500/500 255/255 [==============================] - 0s 328us/step - loss: 0.1898 - accuracy: 0.9346 29/29 [==============================] - 0s 312us/step Epoch 1/500 255/255 [==============================] - 0s 382us/step - loss: 0.5828 - accuracy: 0.9267 Epoch 2/500 255/255 [==============================] - 0s 336us/step - loss: 0.2893 - accuracy: 0.9294 Epoch 3/500 255/255 [==============================] - 0s 331us/step - loss: 0.2138 - accuracy: 0.9294 Epoch 4/500 255/255 [==============================] - 0s 333us/step - loss: 0.2077 - accuracy: 0.9294 Epoch 5/500 255/255 [==============================] - 0s 336us/step - loss: 0.2049 - accuracy: 0.9294 Epoch 6/500 255/255 [==============================] - 0s 338us/step - loss: 0.2031 - accuracy: 0.9294 Epoch 7/500 255/255 [==============================] - 0s 332us/step - loss: 0.2018 - accuracy: 0.9294 Epoch 8/500 255/255 [==============================] - 0s 335us/step - loss: 0.2008 - accuracy: 0.9294 Epoch 9/500 255/255 [==============================] - 0s 337us/step - loss: 0.2000 - accuracy: 0.9294 Epoch 10/500 255/255 [==============================] - 0s 332us/step - loss: 0.1996 - accuracy: 0.9294 Epoch 11/500 255/255 [==============================] - 0s 335us/step - loss: 0.1993 - accuracy: 0.9294 Epoch 12/500 255/255 [==============================] - 0s 335us/step - loss: 0.1988 - accuracy: 0.9294 Epoch 13/500 255/255 [==============================] - 0s 335us/step - loss: 0.1987 - accuracy: 0.9294 Epoch 14/500 255/255 [==============================] - 0s 331us/step - loss: 0.1985 - accuracy: 0.9294 Epoch 15/500 255/255 [==============================] - 0s 332us/step - loss: 0.1983 - accuracy: 0.9294 Epoch 16/500 255/255 [==============================] - 0s 334us/step - loss: 0.1981 - accuracy: 0.9294 Epoch 17/500 255/255 [==============================] - 0s 334us/step - loss: 0.1978 - accuracy: 0.9294 Epoch 18/500 255/255 [==============================] - 0s 335us/step - loss: 0.1980 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[==============================] - 0s 333us/step - loss: 0.1968 - accuracy: 0.9294 Epoch 29/500 255/255 [==============================] - 0s 334us/step - loss: 0.1970 - accuracy: 0.9294 Epoch 30/500 255/255 [==============================] - 0s 337us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 31/500 255/255 [==============================] - 0s 334us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 32/500 255/255 [==============================] - 0s 327us/step - loss: 0.1969 - accuracy: 0.9294 Epoch 33/500 255/255 [==============================] - 0s 331us/step - loss: 0.1967 - accuracy: 0.9294 Epoch 34/500 255/255 [==============================] - 0s 332us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 35/500 255/255 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 36/500 255/255 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9294 Epoch 37/500 255/255 [==============================] - 0s 333us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 38/500 255/255 [==============================] - 0s 337us/step - loss: 0.1966 - accuracy: 0.9294 Epoch 39/500 255/255 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 40/500 255/255 [==============================] - 0s 330us/step - loss: 0.1964 - accuracy: 0.9294 Epoch 41/500 255/255 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 42/500 255/255 [==============================] - 0s 334us/step - loss: 0.1963 - accuracy: 0.9294 Epoch 43/500 255/255 [==============================] - 0s 329us/step - loss: 0.1962 - accuracy: 0.9294 Epoch 44/500 255/255 [==============================] - 0s 341us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 45/500 255/255 [==============================] - 0s 355us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 46/500 255/255 [==============================] - 0s 376us/step - loss: 0.1961 - accuracy: 0.9294 Epoch 47/500 255/255 [==============================] - 0s 385us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 48/500 255/255 [==============================] - 0s 387us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 49/500 255/255 [==============================] - 0s 378us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 50/500 255/255 [==============================] - 0s 339us/step - loss: 0.1960 - accuracy: 0.9294 Epoch 51/500 255/255 [==============================] - 0s 333us/step - loss: 0.1959 - accuracy: 0.9294 Epoch 52/500 255/255 [==============================] - 0s 337us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 53/500 255/255 [==============================] - 0s 332us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 54/500 255/255 [==============================] - 0s 334us/step - loss: 0.1958 - accuracy: 0.9294 Epoch 55/500 255/255 [==============================] - 0s 334us/step - loss: 0.1956 - accuracy: 0.9294 Epoch 56/500 255/255 [==============================] - 0s 338us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 57/500 255/255 [==============================] - 0s 335us/step - loss: 0.1957 - accuracy: 0.9294 Epoch 58/500 255/255 [==============================] - 0s 333us/step - loss: 0.1955 - accuracy: 0.9296 Epoch 59/500 255/255 [==============================] - 0s 335us/step - loss: 0.1955 - accuracy: 0.9297 Epoch 60/500 255/255 [==============================] - 0s 333us/step - loss: 0.1955 - accuracy: 0.9299 Epoch 61/500 255/255 [==============================] - 0s 329us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 62/500 255/255 [==============================] - 0s 332us/step - loss: 0.1953 - accuracy: 0.9299 Epoch 63/500 255/255 [==============================] - 0s 334us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 64/500 255/255 [==============================] - 0s 331us/step - loss: 0.1952 - accuracy: 0.9298 Epoch 65/500 255/255 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9299 Epoch 66/500 255/255 [==============================] - 0s 333us/step - loss: 0.1953 - accuracy: 0.9298 Epoch 67/500 255/255 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9299 Epoch 68/500 255/255 [==============================] - 0s 334us/step - loss: 0.1952 - accuracy: 0.9301 Epoch 69/500 255/255 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9302 Epoch 70/500 255/255 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 71/500 255/255 [==============================] - 0s 336us/step - loss: 0.1950 - accuracy: 0.9299 Epoch 72/500 255/255 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 73/500 255/255 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 74/500 255/255 [==============================] - 0s 332us/step - loss: 0.1949 - accuracy: 0.9299 Epoch 75/500 255/255 [==============================] - 0s 335us/step - loss: 0.1949 - accuracy: 0.9301 Epoch 76/500 255/255 [==============================] - 0s 332us/step - loss: 0.1949 - accuracy: 0.9303 Epoch 77/500 255/255 [==============================] - 0s 336us/step - loss: 0.1948 - accuracy: 0.9302 Epoch 78/500 255/255 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9304 Epoch 79/500 255/255 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9303 Epoch 80/500 255/255 [==============================] - 0s 335us/step - loss: 0.1948 - accuracy: 0.9302 Epoch 81/500 255/255 [==============================] - 0s 337us/step - loss: 0.1948 - accuracy: 0.9303 Epoch 82/500 255/255 [==============================] - 0s 335us/step - loss: 0.1948 - accuracy: 0.9301 Epoch 83/500 255/255 [==============================] - 0s 334us/step - loss: 0.1948 - accuracy: 0.9303 Epoch 84/500 255/255 [==============================] - 0s 332us/step - loss: 0.1947 - accuracy: 0.9303 Epoch 85/500 255/255 [==============================] - 0s 332us/step - loss: 0.1947 - accuracy: 0.9299 Epoch 86/500 255/255 [==============================] - 0s 337us/step - loss: 0.1946 - accuracy: 0.9306 Epoch 87/500 255/255 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9304 Epoch 88/500 255/255 [==============================] - 0s 338us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 89/500 255/255 [==============================] - 0s 334us/step - loss: 0.1946 - accuracy: 0.9306 Epoch 90/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 91/500 255/255 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 92/500 255/255 [==============================] - 0s 332us/step - loss: 0.1947 - accuracy: 0.9304 Epoch 93/500 255/255 [==============================] - 0s 332us/step - loss: 0.1947 - accuracy: 0.9306 Epoch 94/500 255/255 [==============================] - 0s 331us/step - loss: 0.1946 - accuracy: 0.9304 Epoch 95/500 255/255 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9304 Epoch 96/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9304 Epoch 97/500 255/255 [==============================] - 0s 335us/step - loss: 0.1946 - accuracy: 0.9304 Epoch 98/500 255/255 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9306 Epoch 99/500 255/255 [==============================] - 0s 334us/step - loss: 0.1945 - accuracy: 0.9302 Epoch 100/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9304 Epoch 101/500 255/255 [==============================] - 0s 335us/step - loss: 0.1946 - accuracy: 0.9304 Epoch 102/500 255/255 [==============================] - 0s 342us/step - loss: 0.1945 - accuracy: 0.9306 Epoch 103/500 255/255 [==============================] - 0s 338us/step - loss: 0.1945 - accuracy: 0.9304 Epoch 104/500 255/255 [==============================] - 0s 328us/step - loss: 0.1945 - accuracy: 0.9303 Epoch 105/500 255/255 [==============================] - 0s 335us/step - loss: 0.1944 - accuracy: 0.9303 Epoch 106/500 255/255 [==============================] - 0s 334us/step - loss: 0.1945 - accuracy: 0.9301 Epoch 107/500 255/255 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9303 Epoch 108/500 255/255 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 109/500 255/255 [==============================] - 0s 330us/step - loss: 0.1945 - accuracy: 0.9304 Epoch 110/500 255/255 [==============================] - 0s 331us/step - loss: 0.1946 - accuracy: 0.9301 Epoch 111/500 255/255 [==============================] - 0s 335us/step - loss: 0.1941 - accuracy: 0.9299 Epoch 112/500 255/255 [==============================] - 0s 335us/step - loss: 0.1946 - accuracy: 0.9302 Epoch 113/500 255/255 [==============================] - 0s 332us/step - loss: 0.1943 - accuracy: 0.9303 Epoch 114/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 115/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9298 Epoch 116/500 255/255 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9299 Epoch 117/500 255/255 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 118/500 255/255 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 119/500 255/255 [==============================] - 0s 332us/step - loss: 0.1945 - accuracy: 0.9299 Epoch 120/500 255/255 [==============================] - 0s 330us/step - loss: 0.1944 - accuracy: 0.9299 Epoch 121/500 255/255 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9301 Epoch 122/500 255/255 [==============================] - 0s 334us/step - loss: 0.1945 - accuracy: 0.9307 Epoch 123/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 124/500 255/255 [==============================] - 0s 332us/step - loss: 0.1943 - accuracy: 0.9301 Epoch 125/500 255/255 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9297 Epoch 126/500 255/255 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 127/500 255/255 [==============================] - 0s 329us/step - loss: 0.1944 - accuracy: 0.9301 Epoch 128/500 255/255 [==============================] - 0s 439us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 129/500 255/255 [==============================] - 0s 336us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 130/500 255/255 [==============================] - 0s 341us/step - loss: 0.1946 - accuracy: 0.9299 Epoch 131/500 255/255 [==============================] - 0s 337us/step - loss: 0.1942 - accuracy: 0.9297 Epoch 132/500 255/255 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9299 Epoch 133/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 134/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9296 Epoch 135/500 255/255 [==============================] - 0s 337us/step - loss: 0.1943 - accuracy: 0.9299 Epoch 136/500 255/255 [==============================] - 0s 332us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 137/500 255/255 [==============================] - 0s 334us/step - loss: 0.1941 - accuracy: 0.9296 Epoch 138/500 255/255 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9298 Epoch 139/500 255/255 [==============================] - 0s 333us/step - loss: 0.1942 - accuracy: 0.9301 Epoch 140/500 255/255 [==============================] - 0s 339us/step - loss: 0.1940 - accuracy: 0.9299 Epoch 141/500 255/255 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 142/500 255/255 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9297 Epoch 143/500 255/255 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9299 Epoch 144/500 255/255 [==============================] - 0s 337us/step - loss: 0.1941 - accuracy: 0.9297 Epoch 145/500 255/255 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9298 Epoch 146/500 255/255 [==============================] - 0s 336us/step - loss: 0.1937 - accuracy: 0.9299 Epoch 147/500 255/255 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9303 Epoch 148/500 255/255 [==============================] - 0s 327us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 149/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9294 Epoch 150/500 255/255 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9301 Epoch 151/500 255/255 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9301 Epoch 152/500 255/255 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 153/500 255/255 [==============================] - 0s 333us/step - loss: 0.1937 - accuracy: 0.9298 Epoch 154/500 255/255 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9302 Epoch 155/500 255/255 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 156/500 255/255 [==============================] - 0s 337us/step - loss: 0.1936 - accuracy: 0.9299 Epoch 157/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9302 Epoch 158/500 255/255 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9301 Epoch 159/500 255/255 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9303 Epoch 160/500 255/255 [==============================] - 0s 416us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 161/500 255/255 [==============================] - 0s 340us/step - loss: 0.1933 - accuracy: 0.9303 Epoch 162/500 255/255 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9299 Epoch 163/500 255/255 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 164/500 255/255 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9301 Epoch 165/500 255/255 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9303 Epoch 166/500 255/255 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 167/500 255/255 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9301 Epoch 168/500 255/255 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9298 Epoch 169/500 255/255 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 170/500 255/255 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9307 Epoch 171/500 255/255 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9304 Epoch 172/500 255/255 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9303 Epoch 173/500 255/255 [==============================] - 0s 340us/step - loss: 0.1928 - accuracy: 0.9307 Epoch 174/500 255/255 [==============================] - 0s 333us/step - loss: 0.1928 - accuracy: 0.9303 Epoch 175/500 255/255 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9308 Epoch 176/500 255/255 [==============================] - 0s 334us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 177/500 255/255 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9309 Epoch 178/500 255/255 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9309 Epoch 179/500 255/255 [==============================] - 0s 334us/step - loss: 0.1927 - accuracy: 0.9303 Epoch 180/500 255/255 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9312 Epoch 181/500 255/255 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9310 Epoch 182/500 255/255 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9304 Epoch 183/500 255/255 [==============================] - 0s 329us/step - loss: 0.1927 - accuracy: 0.9317 Epoch 184/500 255/255 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9307 Epoch 185/500 255/255 [==============================] - 0s 337us/step - loss: 0.1927 - accuracy: 0.9307 Epoch 186/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9310 Epoch 187/500 255/255 [==============================] - 0s 336us/step - loss: 0.1925 - accuracy: 0.9314 Epoch 188/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9309 Epoch 189/500 255/255 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9309 Epoch 190/500 255/255 [==============================] - 0s 335us/step - loss: 0.1926 - accuracy: 0.9312 Epoch 191/500 255/255 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 192/500 255/255 [==============================] - 0s 333us/step - loss: 0.1924 - accuracy: 0.9312 Epoch 193/500 255/255 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 194/500 255/255 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9317 Epoch 195/500 255/255 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9315 Epoch 196/500 255/255 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9310 Epoch 197/500 255/255 [==============================] - 0s 336us/step - loss: 0.1924 - accuracy: 0.9307 Epoch 198/500 255/255 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9309 Epoch 199/500 255/255 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9317 Epoch 200/500 255/255 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 201/500 255/255 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9317 Epoch 202/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9314 Epoch 203/500 255/255 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9308 Epoch 204/500 255/255 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9312 Epoch 205/500 255/255 [==============================] - 0s 335us/step - loss: 0.1922 - accuracy: 0.9320 Epoch 206/500 255/255 [==============================] - 0s 331us/step - loss: 0.1920 - accuracy: 0.9310 Epoch 207/500 255/255 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9323 Epoch 208/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 209/500 255/255 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9314 Epoch 210/500 255/255 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9310 Epoch 211/500 255/255 [==============================] - 0s 331us/step - loss: 0.1919 - accuracy: 0.9313 Epoch 212/500 255/255 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 213/500 255/255 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9310 Epoch 214/500 255/255 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9314 Epoch 215/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9317 Epoch 216/500 255/255 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9312 Epoch 217/500 255/255 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9318 Epoch 218/500 255/255 [==============================] - 0s 340us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 219/500 255/255 [==============================] - 0s 338us/step - loss: 0.1917 - accuracy: 0.9313 Epoch 220/500 255/255 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9314 Epoch 221/500 255/255 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9315 Epoch 222/500 255/255 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9315 Epoch 223/500 255/255 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9315 Epoch 224/500 255/255 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9312 Epoch 225/500 255/255 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9314 Epoch 226/500 255/255 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 227/500 255/255 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9322 Epoch 228/500 255/255 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9312 Epoch 229/500 255/255 [==============================] - 0s 339us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 230/500 255/255 [==============================] - 0s 372us/step - loss: 0.1914 - accuracy: 0.9318 Epoch 231/500 255/255 [==============================] - 0s 367us/step - loss: 0.1913 - accuracy: 0.9314 Epoch 232/500 255/255 [==============================] - 0s 401us/step - loss: 0.1915 - accuracy: 0.9314 Epoch 233/500 255/255 [==============================] - 0s 385us/step - loss: 0.1913 - accuracy: 0.9318 Epoch 234/500 255/255 [==============================] - 0s 362us/step - loss: 0.1916 - accuracy: 0.9317 Epoch 235/500 255/255 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9319 Epoch 236/500 255/255 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9310 Epoch 237/500 255/255 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9313 Epoch 238/500 255/255 [==============================] - 0s 337us/step - loss: 0.1913 - accuracy: 0.9320 Epoch 239/500 255/255 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9317 Epoch 240/500 255/255 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 241/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 242/500 255/255 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 243/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 244/500 255/255 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 245/500 255/255 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9319 Epoch 246/500 255/255 [==============================] - 0s 334us/step - loss: 0.1910 - accuracy: 0.9314 Epoch 247/500 255/255 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9315 Epoch 248/500 255/255 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9319 Epoch 249/500 255/255 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9315 Epoch 250/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9317 Epoch 251/500 255/255 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9322 Epoch 252/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9314 Epoch 253/500 255/255 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9320 Epoch 254/500 255/255 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 255/500 255/255 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9315 Epoch 256/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9323 Epoch 257/500 255/255 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 258/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9322 Epoch 259/500 255/255 [==============================] - 0s 328us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 260/500 255/255 [==============================] - 0s 335us/step - loss: 0.1910 - accuracy: 0.9318 Epoch 261/500 255/255 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9318 Epoch 262/500 255/255 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9323 Epoch 263/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9322 Epoch 264/500 255/255 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9315 Epoch 265/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9320 Epoch 266/500 255/255 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9322 Epoch 267/500 255/255 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9318 Epoch 268/500 255/255 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9317 Epoch 269/500 255/255 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9323 Epoch 270/500 255/255 [==============================] - 0s 337us/step - loss: 0.1907 - accuracy: 0.9318 Epoch 271/500 255/255 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9323 Epoch 272/500 255/255 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9324 Epoch 273/500 255/255 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9320 Epoch 274/500 255/255 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9329 Epoch 275/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9326 Epoch 276/500 255/255 [==============================] - 0s 343us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 277/500 255/255 [==============================] - 0s 335us/step - loss: 0.1903 - accuracy: 0.9322 Epoch 278/500 255/255 [==============================] - 0s 339us/step - loss: 0.1903 - accuracy: 0.9325 Epoch 279/500 255/255 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9326 Epoch 280/500 255/255 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9326 Epoch 281/500 255/255 [==============================] - 0s 337us/step - loss: 0.1903 - accuracy: 0.9330 Epoch 282/500 255/255 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9328 Epoch 283/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9325 Epoch 284/500 255/255 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9325 Epoch 285/500 255/255 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9330 Epoch 286/500 255/255 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9324 Epoch 287/500 255/255 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9328 Epoch 288/500 255/255 [==============================] - 0s 340us/step - loss: 0.1902 - accuracy: 0.9325 Epoch 289/500 255/255 [==============================] - 0s 334us/step - loss: 0.1902 - accuracy: 0.9322 Epoch 290/500 255/255 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9324 Epoch 291/500 255/255 [==============================] - 0s 332us/step - loss: 0.1902 - accuracy: 0.9323 Epoch 292/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9322 Epoch 293/500 255/255 [==============================] - 0s 333us/step - loss: 0.1902 - accuracy: 0.9329 Epoch 294/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9325 Epoch 295/500 255/255 [==============================] - 0s 327us/step - loss: 0.1901 - accuracy: 0.9325 Epoch 296/500 255/255 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9320 Epoch 297/500 255/255 [==============================] - 0s 331us/step - loss: 0.1901 - accuracy: 0.9326 Epoch 298/500 255/255 [==============================] - 0s 333us/step - loss: 0.1900 - accuracy: 0.9324 Epoch 299/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9323 Epoch 300/500 255/255 [==============================] - 0s 330us/step - loss: 0.1903 - accuracy: 0.9328 Epoch 301/500 255/255 [==============================] - 0s 335us/step - loss: 0.1901 - accuracy: 0.9325 Epoch 302/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9325 Epoch 303/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9324 Epoch 304/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9324 Epoch 305/500 255/255 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9324 Epoch 306/500 255/255 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9326 Epoch 307/500 255/255 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9322 Epoch 308/500 255/255 [==============================] - 0s 332us/step - loss: 0.1901 - accuracy: 0.9320 Epoch 309/500 255/255 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9323 Epoch 310/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9329 Epoch 311/500 255/255 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9323 Epoch 312/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9328 Epoch 313/500 255/255 [==============================] - 0s 329us/step - loss: 0.1900 - accuracy: 0.9322 Epoch 314/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9330 Epoch 315/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9323 Epoch 316/500 255/255 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9324 Epoch 317/500 255/255 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9320 Epoch 318/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9329 Epoch 319/500 255/255 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9325 Epoch 320/500 255/255 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9325 Epoch 321/500 255/255 [==============================] - 0s 333us/step - loss: 0.1898 - accuracy: 0.9322 Epoch 322/500 255/255 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9320 Epoch 323/500 255/255 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9324 Epoch 324/500 255/255 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9325 Epoch 325/500 255/255 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9325 Epoch 326/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9325 Epoch 327/500 255/255 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9325 Epoch 328/500 255/255 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9323 Epoch 329/500 255/255 [==============================] - 0s 326us/step - loss: 0.1897 - accuracy: 0.9324 Epoch 330/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9323 Epoch 331/500 255/255 [==============================] - 0s 337us/step - loss: 0.1896 - accuracy: 0.9322 Epoch 332/500 255/255 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9328 Epoch 333/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9328 Epoch 334/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9323 Epoch 335/500 255/255 [==============================] - 0s 336us/step - loss: 0.1894 - accuracy: 0.9326 Epoch 336/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9326 Epoch 337/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9325 Epoch 338/500 255/255 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9323 Epoch 339/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9328 Epoch 340/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9329 Epoch 341/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9326 Epoch 342/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9329 Epoch 343/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9325 Epoch 344/500 255/255 [==============================] - 0s 335us/step - loss: 0.1893 - accuracy: 0.9328 Epoch 345/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9329 Epoch 346/500 255/255 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9329 Epoch 347/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9330 Epoch 348/500 255/255 [==============================] - 0s 338us/step - loss: 0.1894 - accuracy: 0.9325 Epoch 349/500 255/255 [==============================] - 0s 340us/step - loss: 0.1892 - accuracy: 0.9329 Epoch 350/500 255/255 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9322 Epoch 351/500 255/255 [==============================] - 0s 329us/step - loss: 0.1894 - accuracy: 0.9322 Epoch 352/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 353/500 255/255 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9326 Epoch 354/500 255/255 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9326 Epoch 355/500 255/255 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9333 Epoch 356/500 255/255 [==============================] - 0s 328us/step - loss: 0.1892 - accuracy: 0.9328 Epoch 357/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 358/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9328 Epoch 359/500 255/255 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9330 Epoch 360/500 255/255 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9328 Epoch 361/500 255/255 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9330 Epoch 362/500 255/255 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9330 Epoch 363/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9329 Epoch 364/500 255/255 [==============================] - 0s 335us/step - loss: 0.1891 - accuracy: 0.9330 Epoch 365/500 255/255 [==============================] - 0s 330us/step - loss: 0.1894 - accuracy: 0.9328 Epoch 366/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9325 Epoch 367/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9331 Epoch 368/500 255/255 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9330 Epoch 369/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9330 Epoch 370/500 255/255 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9326 Epoch 371/500 255/255 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9325 Epoch 372/500 255/255 [==============================] - 0s 335us/step - loss: 0.1894 - accuracy: 0.9322 Epoch 373/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9325 Epoch 374/500 255/255 [==============================] - 0s 334us/step - loss: 0.1895 - accuracy: 0.9324 Epoch 375/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9326 Epoch 376/500 255/255 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9322 Epoch 377/500 255/255 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9331 Epoch 378/500 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9322 Epoch 379/500 255/255 [==============================] - 0s 331us/step - loss: 0.1893 - accuracy: 0.9325 Epoch 380/500 255/255 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9323 Epoch 381/500 255/255 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9328 Epoch 382/500 255/255 [==============================] - 0s 335us/step - loss: 0.1890 - accuracy: 0.9329 Epoch 383/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9335 Epoch 384/500 255/255 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9326 Epoch 385/500 255/255 [==============================] - 0s 335us/step - loss: 0.1892 - accuracy: 0.9323 Epoch 386/500 255/255 [==============================] - 0s 330us/step - loss: 0.1890 - accuracy: 0.9334 Epoch 387/500 255/255 [==============================] - 0s 330us/step - loss: 0.1889 - accuracy: 0.9326 Epoch 388/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9324 Epoch 389/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9325 Epoch 390/500 255/255 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9326 Epoch 391/500 255/255 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9330 Epoch 392/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9328 Epoch 393/500 255/255 [==============================] - 0s 346us/step - loss: 0.1892 - accuracy: 0.9320 Epoch 394/500 255/255 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9326 Epoch 395/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9329 Epoch 396/500 255/255 [==============================] - 0s 330us/step - loss: 0.1893 - accuracy: 0.9330 Epoch 397/500 255/255 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9325 Epoch 398/500 255/255 [==============================] - 0s 332us/step - loss: 0.1890 - accuracy: 0.9329 Epoch 399/500 255/255 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9328 Epoch 400/500 255/255 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9328 Epoch 401/500 255/255 [==============================] - 0s 328us/step - loss: 0.1891 - accuracy: 0.9325 Epoch 402/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9326 Epoch 403/500 255/255 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9331 Epoch 404/500 255/255 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9330 Epoch 405/500 255/255 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9328 Epoch 406/500 255/255 [==============================] - 0s 331us/step - loss: 0.1892 - accuracy: 0.9324 Epoch 407/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9328 Epoch 408/500 255/255 [==============================] - 0s 329us/step - loss: 0.1890 - accuracy: 0.9326 Epoch 409/500 255/255 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9334 Epoch 410/500 255/255 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9330 Epoch 411/500 255/255 [==============================] - 0s 346us/step - loss: 0.1892 - accuracy: 0.9324 Epoch 412/500 255/255 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9330 Epoch 413/500 255/255 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9331 Epoch 414/500 255/255 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9326 Epoch 415/500 255/255 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9323 Epoch 416/500 255/255 [==============================] - 0s 353us/step - loss: 0.1888 - accuracy: 0.9333 Epoch 417/500 255/255 [==============================] - 0s 368us/step - loss: 0.1888 - accuracy: 0.9330 Epoch 418/500 255/255 [==============================] - 0s 381us/step - loss: 0.1889 - accuracy: 0.9325 Epoch 419/500 255/255 [==============================] - 0s 393us/step - loss: 0.1887 - accuracy: 0.9333 Epoch 420/500 255/255 [==============================] - 0s 370us/step - loss: 0.1889 - accuracy: 0.9324 Epoch 421/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9335 Epoch 422/500 255/255 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9331 Epoch 423/500 255/255 [==============================] - 0s 335us/step - loss: 0.1889 - accuracy: 0.9326 Epoch 424/500 255/255 [==============================] - 0s 333us/step - loss: 0.1889 - accuracy: 0.9331 Epoch 425/500 255/255 [==============================] - 0s 334us/step - loss: 0.1891 - accuracy: 0.9330 Epoch 426/500 255/255 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9331 Epoch 427/500 255/255 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9333 Epoch 428/500 255/255 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9333 Epoch 429/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9330 Epoch 430/500 255/255 [==============================] - 0s 337us/step - loss: 0.1887 - accuracy: 0.9331 Epoch 431/500 255/255 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9326 Epoch 432/500 255/255 [==============================] - 0s 334us/step - loss: 0.1887 - accuracy: 0.9330 Epoch 433/500 255/255 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9330 Epoch 434/500 255/255 [==============================] - 0s 334us/step - loss: 0.1890 - accuracy: 0.9329 Epoch 435/500 255/255 [==============================] - 0s 334us/step - loss: 0.1888 - accuracy: 0.9335 Epoch 436/500 255/255 [==============================] - 0s 334us/step - loss: 0.1886 - accuracy: 0.9329 Epoch 437/500 255/255 [==============================] - 0s 338us/step - loss: 0.1887 - accuracy: 0.9333 Epoch 438/500 255/255 [==============================] - 0s 333us/step - loss: 0.1883 - accuracy: 0.9338 Epoch 439/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9333 Epoch 440/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9333 Epoch 441/500 255/255 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9333 Epoch 442/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9335 Epoch 443/500 255/255 [==============================] - 0s 329us/step - loss: 0.1888 - accuracy: 0.9329 Epoch 444/500 255/255 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9331 Epoch 445/500 255/255 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9328 Epoch 446/500 255/255 [==============================] - 0s 337us/step - loss: 0.1888 - accuracy: 0.9331 Epoch 447/500 255/255 [==============================] - 0s 336us/step - loss: 0.1888 - accuracy: 0.9336 Epoch 448/500 255/255 [==============================] - 0s 329us/step - loss: 0.1885 - accuracy: 0.9336 Epoch 449/500 255/255 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9331 Epoch 450/500 255/255 [==============================] - 0s 335us/step - loss: 0.1887 - accuracy: 0.9330 Epoch 451/500 255/255 [==============================] - 0s 338us/step - loss: 0.1882 - accuracy: 0.9329 Epoch 452/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9339 Epoch 453/500 255/255 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9333 Epoch 454/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9336 Epoch 455/500 255/255 [==============================] - 0s 334us/step - loss: 0.1887 - accuracy: 0.9336 Epoch 456/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9335 Epoch 457/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9336 Epoch 458/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9333 Epoch 459/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9330 Epoch 460/500 255/255 [==============================] - 0s 335us/step - loss: 0.1885 - accuracy: 0.9331 Epoch 461/500 255/255 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9333 Epoch 462/500 255/255 [==============================] - 0s 329us/step - loss: 0.1883 - accuracy: 0.9335 Epoch 463/500 255/255 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9338 Epoch 464/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9330 Epoch 465/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9331 Epoch 466/500 255/255 [==============================] - 0s 335us/step - loss: 0.1886 - accuracy: 0.9329 Epoch 467/500 255/255 [==============================] - 0s 337us/step - loss: 0.1883 - accuracy: 0.9335 Epoch 468/500 255/255 [==============================] - 0s 336us/step - loss: 0.1882 - accuracy: 0.9338 Epoch 469/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9336 Epoch 470/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9336 Epoch 471/500 255/255 [==============================] - 0s 337us/step - loss: 0.1885 - accuracy: 0.9338 Epoch 472/500 255/255 [==============================] - 0s 334us/step - loss: 0.1883 - accuracy: 0.9338 Epoch 473/500 255/255 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9339 Epoch 474/500 255/255 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9336 Epoch 475/500 255/255 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9334 Epoch 476/500 255/255 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9333 Epoch 477/500 255/255 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9338 Epoch 478/500 255/255 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9336 Epoch 479/500 255/255 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9333 Epoch 480/500 255/255 [==============================] - 0s 332us/step - loss: 0.1882 - accuracy: 0.9333 Epoch 481/500 255/255 [==============================] - 0s 334us/step - loss: 0.1886 - accuracy: 0.9330 Epoch 482/500 255/255 [==============================] - 0s 331us/step - loss: 0.1884 - accuracy: 0.9336 Epoch 483/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9335 Epoch 484/500 255/255 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9333 Epoch 485/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9331 Epoch 486/500 255/255 [==============================] - 0s 332us/step - loss: 0.1882 - accuracy: 0.9335 Epoch 487/500 255/255 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9341 Epoch 488/500 255/255 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9330 Epoch 489/500 255/255 [==============================] - 0s 331us/step - loss: 0.1885 - accuracy: 0.9333 Epoch 490/500 255/255 [==============================] - 0s 333us/step - loss: 0.1885 - accuracy: 0.9335 Epoch 491/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9329 Epoch 492/500 255/255 [==============================] - 0s 332us/step - loss: 0.1884 - accuracy: 0.9334 Epoch 493/500 255/255 [==============================] - 0s 328us/step - loss: 0.1887 - accuracy: 0.9339 Epoch 494/500 255/255 [==============================] - 0s 335us/step - loss: 0.1883 - accuracy: 0.9333 Epoch 495/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9335 Epoch 496/500 255/255 [==============================] - 0s 332us/step - loss: 0.1886 - accuracy: 0.9334 Epoch 497/500 255/255 [==============================] - 0s 332us/step - loss: 0.1887 - accuracy: 0.9335 Epoch 498/500 255/255 [==============================] - 0s 336us/step - loss: 0.1883 - accuracy: 0.9335 Epoch 499/500 255/255 [==============================] - 0s 331us/step - loss: 0.1886 - accuracy: 0.9338 Epoch 500/500 255/255 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9333 29/29 [==============================] - 0s 307us/step Epoch 1/100 362/362 [==============================] - 0s 365us/step - loss: 0.3965 - accuracy: 0.9286 Epoch 2/100 362/362 [==============================] - 0s 332us/step - loss: 0.2043 - accuracy: 0.9302 Epoch 3/100 362/362 [==============================] - 0s 332us/step - loss: 0.1995 - accuracy: 0.9302 Epoch 4/100 362/362 [==============================] - 0s 331us/step - loss: 0.1975 - accuracy: 0.9302 Epoch 5/100 362/362 [==============================] - 0s 392us/step - loss: 0.1968 - accuracy: 0.9302 Epoch 6/100 362/362 [==============================] - 0s 337us/step - loss: 0.1964 - accuracy: 0.9302 Epoch 7/100 362/362 [==============================] - 0s 332us/step - loss: 0.1959 - accuracy: 0.9302 Epoch 8/100 362/362 [==============================] - 0s 332us/step - loss: 0.1956 - accuracy: 0.9302 Epoch 9/100 362/362 [==============================] - 0s 332us/step - loss: 0.1955 - accuracy: 0.9302 Epoch 10/100 362/362 [==============================] - 0s 334us/step - loss: 0.1952 - accuracy: 0.9302 Epoch 11/100 362/362 [==============================] - 0s 331us/step - loss: 0.1950 - accuracy: 0.9302 Epoch 12/100 362/362 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9302 Epoch 13/100 362/362 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 14/100 362/362 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9302 Epoch 15/100 362/362 [==============================] - 0s 329us/step - loss: 0.1947 - accuracy: 0.9302 Epoch 16/100 362/362 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 17/100 362/362 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9302 Epoch 18/100 362/362 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9302 Epoch 19/100 362/362 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 20/100 362/362 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9302 Epoch 21/100 362/362 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9302 Epoch 22/100 362/362 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9302 Epoch 23/100 362/362 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 24/100 362/362 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 25/100 362/362 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9302 Epoch 26/100 362/362 [==============================] - 0s 333us/step - loss: 0.1932 - accuracy: 0.9302 Epoch 27/100 362/362 [==============================] - 0s 332us/step - loss: 0.1931 - accuracy: 0.9302 Epoch 28/100 362/362 [==============================] - 0s 334us/step - loss: 0.1930 - accuracy: 0.9302 Epoch 29/100 362/362 [==============================] - 0s 329us/step - loss: 0.1931 - accuracy: 0.9300 Epoch 30/100 362/362 [==============================] - 0s 336us/step - loss: 0.1930 - accuracy: 0.9301 Epoch 31/100 362/362 [==============================] - 0s 330us/step - loss: 0.1929 - accuracy: 0.9305 Epoch 32/100 362/362 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9297 Epoch 33/100 362/362 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9301 Epoch 34/100 362/362 [==============================] - 0s 328us/step - loss: 0.1926 - accuracy: 0.9297 Epoch 35/100 362/362 [==============================] - 0s 332us/step - loss: 0.1927 - accuracy: 0.9301 Epoch 36/100 362/362 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9297 Epoch 37/100 362/362 [==============================] - 0s 332us/step - loss: 0.1926 - accuracy: 0.9300 Epoch 38/100 362/362 [==============================] - 0s 329us/step - loss: 0.1925 - accuracy: 0.9304 Epoch 39/100 362/362 [==============================] - 0s 330us/step - loss: 0.1923 - accuracy: 0.9305 Epoch 40/100 362/362 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 41/100 362/362 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9302 Epoch 42/100 362/362 [==============================] - 0s 335us/step - loss: 0.1924 - accuracy: 0.9305 Epoch 43/100 362/362 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9302 Epoch 44/100 362/362 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9306 Epoch 45/100 362/362 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9303 Epoch 46/100 362/362 [==============================] - 0s 336us/step - loss: 0.1919 - accuracy: 0.9309 Epoch 47/100 362/362 [==============================] - 0s 329us/step - loss: 0.1919 - accuracy: 0.9306 Epoch 48/100 362/362 [==============================] - 0s 328us/step - loss: 0.1918 - accuracy: 0.9309 Epoch 49/100 362/362 [==============================] - 0s 330us/step - loss: 0.1918 - accuracy: 0.9311 Epoch 50/100 362/362 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9305 Epoch 51/100 362/362 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9304 Epoch 52/100 362/362 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9309 Epoch 53/100 362/362 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9305 Epoch 54/100 362/362 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9307 Epoch 55/100 362/362 [==============================] - 0s 337us/step - loss: 0.1912 - accuracy: 0.9309 Epoch 56/100 362/362 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9309 Epoch 57/100 362/362 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9313 Epoch 58/100 362/362 [==============================] - 0s 333us/step - loss: 0.1909 - accuracy: 0.9304 Epoch 59/100 362/362 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9313 Epoch 60/100 362/362 [==============================] - 0s 337us/step - loss: 0.1908 - accuracy: 0.9305 Epoch 61/100 362/362 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9311 Epoch 62/100 362/362 [==============================] - 0s 329us/step - loss: 0.1908 - accuracy: 0.9307 Epoch 63/100 362/362 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9312 Epoch 64/100 362/362 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9304 Epoch 65/100 362/362 [==============================] - 0s 332us/step - loss: 0.1905 - accuracy: 0.9309 Epoch 66/100 362/362 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9303 Epoch 67/100 362/362 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9304 Epoch 68/100 362/362 [==============================] - 0s 332us/step - loss: 0.1904 - accuracy: 0.9310 Epoch 69/100 362/362 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9306 Epoch 70/100 362/362 [==============================] - 0s 357us/step - loss: 0.1902 - accuracy: 0.9309 Epoch 71/100 362/362 [==============================] - 0s 378us/step - loss: 0.1900 - accuracy: 0.9310 Epoch 72/100 362/362 [==============================] - 0s 374us/step - loss: 0.1900 - accuracy: 0.9302 Epoch 73/100 362/362 [==============================] - 0s 361us/step - loss: 0.1898 - accuracy: 0.9305 Epoch 74/100 362/362 [==============================] - 0s 338us/step - loss: 0.1900 - accuracy: 0.9307 Epoch 75/100 362/362 [==============================] - 0s 335us/step - loss: 0.1897 - accuracy: 0.9315 Epoch 76/100 362/362 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9317 Epoch 77/100 362/362 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9311 Epoch 78/100 362/362 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 79/100 362/362 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9315 Epoch 80/100 362/362 [==============================] - 0s 338us/step - loss: 0.1898 - accuracy: 0.9312 Epoch 81/100 362/362 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9312 Epoch 82/100 362/362 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9311 Epoch 83/100 362/362 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9313 Epoch 84/100 362/362 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9307 Epoch 85/100 362/362 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9302 Epoch 86/100 362/362 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9311 Epoch 87/100 362/362 [==============================] - 0s 390us/step - loss: 0.1894 - accuracy: 0.9307 Epoch 88/100 362/362 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9310 Epoch 89/100 362/362 [==============================] - 0s 331us/step - loss: 0.1890 - accuracy: 0.9312 Epoch 90/100 362/362 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 91/100 362/362 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9316 Epoch 92/100 362/362 [==============================] - 0s 330us/step - loss: 0.1892 - accuracy: 0.9313 Epoch 93/100 362/362 [==============================] - 0s 330us/step - loss: 0.1891 - accuracy: 0.9310 Epoch 94/100 362/362 [==============================] - 0s 335us/step - loss: 0.1891 - accuracy: 0.9312 Epoch 95/100 362/362 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9321 Epoch 96/100 362/362 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9312 Epoch 97/100 362/362 [==============================] - 0s 330us/step - loss: 0.1886 - accuracy: 0.9312 Epoch 98/100 362/362 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9313 Epoch 99/100 362/362 [==============================] - 0s 331us/step - loss: 0.1887 - accuracy: 0.9311 Epoch 100/100 362/362 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9307
print('\033[1mBest Parameters of GridSearchCV for Classifier ANN Model:\033[0m', gridy: 0.9318
Epoch 496/500
255/255 [==============================] - 0s 353us/step - loss: 0.1911 - accuracy: 0.9314
Epoch 497/500
255/255 [==============================] - 0s 361us/step - loss: 0.1907 - accuracy: 0.9309
Epoch 498/500
255/255 [==============================] - 0s 349us/step - loss: 0.1906 - accuracy: 0.9314
Epoch 499/500
255/255 [==============================] - 0s 348us/step - loss: 0.1908 - accuracy: 0.9318
Epoch 500/500
255/255 [==============================] - 0s 341us/step - loss: 0.1910 - accuracy: 0.9319
29/29 [==============================] - 0s 341us/step
Epoch 1/500
255/255 [==============================] - 0s 394us/step - loss: 0.5137 - accuracy: 0.9274
Epoch 2/500
255/255 [==============================] - 0s 342us/step - loss: 0.2222 - accuracy: 0.9294
Epoch 3/500
255/255 [==============================] - 0s 340us/step - loss: 0.2057 - accuracy: 0.9294
Epoch 4/500
255/255 [==============================] - 0s 346us/step - loss: 0.2028 - accuracy: 0.9294
Epoch 5/500
255/255 [==============================] - 0s 356us/step - loss: 0.2014 - accuracy: 0.9294
Epoch 6/500
255/255 [==============================] - 0s 343us/step - loss: 0.2006 - accuracy: 0.9294
Epoch 7/500
255/255 [==============================] - 0s 342us/step - loss: 0.1997 - accuracy: 0.9294
Epoch 8/500
255/255 [==============================] - 0s 341us/step - loss: 0.1993 - accuracy: 0.9294
Epoch 9/500
255/255 [==============================] - 0s 344us/step - loss: 0.1988 - accuracy: 0.9294
Epoch 10/500
255/255 [==============================] - 0s 342us/step - loss: 0.1985 - accuracy: 0.9294
Epoch 11/500
255/255 [==============================] - 0s 348us/step - loss: 0.1980 - accuracy: 0.9294
Epoch 12/500
255/255 [==============================] - 0s 349us/step - loss: 0.1982 - accuracy: 0.9294
Epoch 13/500
255/255 [==============================] - 0s 339us/step - loss: 0.1977 - accuracy: 0.9294
Epoch 14/500
255/255 [==============================] - 0s 341us/step - loss: 0.1975 - accuracy: 0.9294
Epoch 15/500
255/255 [==============================] - 0s 344us/step - loss: 0.1975 - accuracy: 0.9294
Epoch 16/500
255/255 [==============================] - 0s 342us/step - loss: 0.1974 - accuracy: 0.9294
Epoch 17/500
255/255 [==============================] - 0s 346us/step - loss: 0.1972 - accuracy: 0.9294
Epoch 18/500
255/255 [==============================] - 0s 346us/step - loss: 0.1972 - accuracy: 0.9294
Epoch 19/500
255/255 [==============================] - 0s 339us/step - loss: 0.1971 - accuracy: 0.9294
Epoch 20/500
255/255 [==============================] - 0s 340us/step - loss: 0.1970 - accuracy: 0.9294
Epoch 21/500
255/255 [==============================] - 0s 345us/step - loss: 0.1969 - accuracy: 0.9294
Epoch 22/500
255/255 [==============================] - 0s 349us/step - loss: 0.1970 - accuracy: 0.9294
Epoch 23/500
255/255 [==============================] - 0s 337us/step - loss: 0.1967 - accuracy: 0.9294
Epoch 24/500
255/255 [==============================] - 0s 343us/step - loss: 0.1970 - accuracy: 0.9294
Epoch 25/500
255/255 [==============================] - 0s 343us/step - loss: 0.1966 - accuracy: 0.9294
Epoch 26/500
255/255 [==============================] - 0s 341us/step - loss: 0.1964 - accuracy: 0.9294
Epoch 27/500
255/255 [==============================] - 0s 347us/step - loss: 0.1966 - accuracy: 0.9294
Epoch 28/500
255/255 [==============================] - 0s 340us/step - loss: 0.1966 - accuracy: 0.9294
Epoch 29/500
255/255 [==============================] - 0s 344us/step - loss: 0.1965 - accuracy: 0.9294
Epoch 30/500
255/255 [==============================] - 0s 342us/step - loss: 0.1963 - accuracy: 0.9294
Epoch 31/500
255/255 [==============================] - 0s 343us/step - loss: 0.1962 - accuracy: 0.9294
Epoch 32/500
255/255 [==============================] - 0s 343us/step - loss: 0.1961 - accuracy: 0.9294
Epoch 33/500
255/255 [==============================] - 0s 347us/step - loss: 0.1961 - accuracy: 0.9294
Epoch 34/500
255/255 [==============================] - 0s 343us/step - loss: 0.1956 - accuracy: 0.9294
Epoch 35/500
255/255 [==============================] - 0s 347us/step - loss: 0.1957 - accuracy: 0.9294
Epoch 36/500
255/255 [==============================] - 0s 339us/step - loss: 0.1958 - accuracy: 0.9294
Epoch 37/500
255/255 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9294
Epoch 38/500
255/255 [==============================] - 0s 344us/step - loss: 0.1955 - accuracy: 0.9294
Epoch 39/500
255/255 [==============================] - 0s 342us/step - loss: 0.1954 - accuracy: 0.9294
Epoch 40/500
255/255 [==============================] - 0s 344us/step - loss: 0.1954 - accuracy: 0.9294
Epoch 41/500
255/255 [==============================] - 0s 342us/step - loss: 0.1954 - accuracy: 0.9296
Epoch 42/500
255/255 [==============================] - 0s 344us/step - loss: 0.1953 - accuracy: 0.9294
Epoch 43/500
255/255 [==============================] - 0s 348us/step - loss: 0.1951 - accuracy: 0.9297
Epoch 44/500
255/255 [==============================] - 0s 343us/step - loss: 0.1952 - accuracy: 0.9299
Epoch 45/500
255/255 [==============================] - 0s 345us/step - loss: 0.1945 - accuracy: 0.9296
Epoch 46/500
255/255 [==============================] - 0s 348us/step - loss: 0.1950 - accuracy: 0.9298
Epoch 47/500
255/255 [==============================] - 0s 340us/step - loss: 0.1948 - accuracy: 0.9298
Epoch 48/500
255/255 [==============================] - 0s 342us/step - loss: 0.1949 - accuracy: 0.9301
Epoch 49/500
255/255 [==============================] - 0s 345us/step - loss: 0.1948 - accuracy: 0.9298
Epoch 50/500
255/255 [==============================] - 0s 338us/step - loss: 0.1948 - accuracy: 0.9297
Epoch 51/500
255/255 [==============================] - 0s 346us/step - loss: 0.1948 - accuracy: 0.9299
Epoch 52/500
255/255 [==============================] - 0s 344us/step - loss: 0.1947 - accuracy: 0.9298
Epoch 53/500
255/255 [==============================] - 0s 341us/step - loss: 0.1946 - accuracy: 0.9298
Epoch 54/500
255/255 [==============================] - 0s 342us/step - loss: 0.1948 - accuracy: 0.9301
Epoch 55/500
255/255 [==============================] - 0s 346us/step - loss: 0.1948 - accuracy: 0.9301
Epoch 56/500
255/255 [==============================] - 0s 350us/step - loss: 0.1945 - accuracy: 0.9299
Epoch 57/500
255/255 [==============================] - 0s 340us/step - loss: 0.1946 - accuracy: 0.9301
Epoch 58/500
255/255 [==============================] - 0s 342us/step - loss: 0.1946 - accuracy: 0.9297
Epoch 59/500
255/255 [==============================] - 0s 338us/step - loss: 0.1946 - accuracy: 0.9298
Epoch 60/500
255/255 [==============================] - 0s 342us/step - loss: 0.1943 - accuracy: 0.9299
Epoch 61/500
255/255 [==============================] - 0s 346us/step - loss: 0.1945 - accuracy: 0.9301
Epoch 62/500
255/255 [==============================] - 0s 342us/step - loss: 0.1943 - accuracy: 0.9298
Epoch 63/500
255/255 [==============================] - 0s 341us/step - loss: 0.1945 - accuracy: 0.9297
Epoch 64/500
255/255 [==============================] - 0s 339us/step - loss: 0.1944 - accuracy: 0.9298
Epoch 65/500
255/255 [==============================] - 0s 344us/step - loss: 0.1944 - accuracy: 0.9298
Epoch 66/500
255/255 [==============================] - 0s 339us/step - loss: 0.1945 - accuracy: 0.9301
Epoch 67/500
255/255 [==============================] - 0s 343us/step - loss: 0.1944 - accuracy: 0.9299
Epoch 68/500
255/255 [==============================] - 0s 339us/step - loss: 0.1943 - accuracy: 0.9301
Epoch 69/500
255/255 [==============================] - 0s 348us/step - loss: 0.1944 - accuracy: 0.9294
Epoch 70/500
255/255 [==============================] - 0s 339us/step - loss: 0.1943 - accuracy: 0.9297
Epoch 71/500
255/255 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9301
Epoch 72/500
255/255 [==============================] - 0s 344us/step - loss: 0.1943 - accuracy: 0.9297
Epoch 73/500
255/255 [==============================] - 0s 344us/step - loss: 0.1941 - accuracy: 0.9294
Epoch 74/500
255/255 [==============================] - 0s 345us/step - loss: 0.1943 - accuracy: 0.9301
Epoch 75/500
255/255 [==============================] - 0s 342us/step - loss: 0.1945 - accuracy: 0.9297
Epoch 76/500
255/255 [==============================] - 0s 377us/step - loss: 0.1941 - accuracy: 0.9296
Epoch 77/500
255/255 [==============================] - 0s 379us/step - loss: 0.1943 - accuracy: 0.9298
Epoch 78/500
255/255 [==============================] - 0s 387us/step - loss: 0.1942 - accuracy: 0.9298
Epoch 79/500
255/255 [==============================] - 0s 383us/step - loss: 0.1940 - accuracy: 0.9302
Epoch 80/500
255/255 [==============================] - 0s 382us/step - loss: 0.1945 - accuracy: 0.9304
Epoch 81/500
255/255 [==============================] - 0s 346us/step - loss: 0.1942 - accuracy: 0.9297
Epoch 82/500
255/255 [==============================] - 0s 345us/step - loss: 0.1940 - accuracy: 0.9294
Epoch 83/500
255/255 [==============================] - 0s 342us/step - loss: 0.1940 - accuracy: 0.9302
Epoch 84/500
255/255 [==============================] - 0s 341us/step - loss: 0.1942 - accuracy: 0.9301
Epoch 85/500
255/255 [==============================] - 0s 341us/step - loss: 0.1942 - accuracy: 0.9298
Epoch 86/500
255/255 [==============================] - 0s 340us/step - loss: 0.1941 - accuracy: 0.9298
Epoch 87/500
255/255 [==============================] - 0s 346us/step - loss: 0.1942 - accuracy: 0.9299
Epoch 88/500
255/255 [==============================] - 0s 344us/step - loss: 0.1942 - accuracy: 0.9298
Epoch 89/500
255/255 [==============================] - 0s 340us/step - loss: 0.1943 - accuracy: 0.9302
Epoch 90/500
255/255 [==============================] - 0s 345us/step - loss: 0.1939 - accuracy: 0.9301
Epoch 91/500
255/255 [==============================] - 0s 343us/step - loss: 0.1942 - accuracy: 0.9303
Epoch 92/500
255/255 [==============================] - 0s 344us/step - loss: 0.1942 - accuracy: 0.9302
Epoch 93/500
255/255 [==============================] - 0s 341us/step - loss: 0.1940 - accuracy: 0.9299
Epoch 94/500
255/255 [==============================] - 0s 340us/step - loss: 0.1939 - accuracy: 0.9301
Epoch 95/500
255/255 [==============================] - 0s 347us/step - loss: 0.1943 - accuracy: 0.9303
Epoch 96/500
255/255 [==============================] - 0s 345us/step - loss: 0.1941 - accuracy: 0.9302
Epoch 97/500
255/255 [==============================] - 0s 338us/step - loss: 0.1941 - accuracy: 0.9306
Epoch 98/500
255/255 [==============================] - 0s 344us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 99/500
255/255 [==============================] - 0s 341us/step - loss: 0.1938 - accuracy: 0.9299
Epoch 100/500
255/255 [==============================] - 0s 341us/step - loss: 0.1941 - accuracy: 0.9301
Epoch 101/500
255/255 [==============================] - 0s 343us/step - loss: 0.1941 - accuracy: 0.9298
Epoch 102/500
255/255 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 103/500
255/255 [==============================] - 0s 342us/step - loss: 0.1941 - accuracy: 0.9298
Epoch 104/500
255/255 [==============================] - 0s 341us/step - loss: 0.1937 - accuracy: 0.9304
Epoch 105/500
255/255 [==============================] - 0s 343us/step - loss: 0.1939 - accuracy: 0.9303
Epoch 106/500
255/255 [==============================] - 0s 341us/step - loss: 0.1937 - accuracy: 0.9302
Epoch 107/500
255/255 [==============================] - 0s 345us/step - loss: 0.1939 - accuracy: 0.9302
Epoch 108/500
255/255 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 109/500
255/255 [==============================] - 0s 341us/step - loss: 0.1939 - accuracy: 0.9303
Epoch 110/500
255/255 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 111/500
255/255 [==============================] - 0s 341us/step - loss: 0.1939 - accuracy: 0.9310
Epoch 112/500
255/255 [==============================] - 0s 343us/step - loss: 0.1941 - accuracy: 0.9303
Epoch 113/500
255/255 [==============================] - 0s 344us/step - loss: 0.1940 - accuracy: 0.9308
Epoch 114/500
255/255 [==============================] - 0s 343us/step - loss: 0.1941 - accuracy: 0.9301
Epoch 115/500
255/255 [==============================] - 0s 343us/step - loss: 0.1939 - accuracy: 0.9312
Epoch 116/500
255/255 [==============================] - 0s 346us/step - loss: 0.1939 - accuracy: 0.9309
Epoch 117/500
255/255 [==============================] - 0s 341us/step - loss: 0.1939 - accuracy: 0.9309
Epoch 118/500
255/255 [==============================] - 0s 343us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 119/500
255/255 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9309
Epoch 120/500
255/255 [==============================] - 0s 341us/step - loss: 0.1939 - accuracy: 0.9306
Epoch 121/500
255/255 [==============================] - 0s 341us/step - loss: 0.1938 - accuracy: 0.9309
Epoch 122/500
255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 123/500
255/255 [==============================] - 0s 341us/step - loss: 0.1938 - accuracy: 0.9309
Epoch 124/500
255/255 [==============================] - 0s 343us/step - loss: 0.1939 - accuracy: 0.9302
Epoch 125/500
255/255 [==============================] - 0s 346us/step - loss: 0.1937 - accuracy: 0.9313
Epoch 126/500
255/255 [==============================] - 0s 339us/step - loss: 0.1938 - accuracy: 0.9307
Epoch 127/500
255/255 [==============================] - 0s 342us/step - loss: 0.1940 - accuracy: 0.9304
Epoch 128/500
255/255 [==============================] - 0s 345us/step - loss: 0.1937 - accuracy: 0.9306
Epoch 129/500
255/255 [==============================] - 0s 341us/step - loss: 0.1941 - accuracy: 0.9306
Epoch 130/500
255/255 [==============================] - 0s 344us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 131/500
255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 132/500
255/255 [==============================] - 0s 346us/step - loss: 0.1939 - accuracy: 0.9309
Epoch 133/500
255/255 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9306
Epoch 134/500
255/255 [==============================] - 0s 348us/step - loss: 0.1939 - accuracy: 0.9301
Epoch 135/500
255/255 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9306
Epoch 136/500
255/255 [==============================] - 0s 341us/step - loss: 0.1937 - accuracy: 0.9301
Epoch 137/500
255/255 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9306
Epoch 138/500
255/255 [==============================] - 0s 344us/step - loss: 0.1939 - accuracy: 0.9307
Epoch 139/500
255/255 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9304
Epoch 140/500
255/255 [==============================] - 0s 338us/step - loss: 0.1939 - accuracy: 0.9304
Epoch 141/500
255/255 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9302
Epoch 142/500
255/255 [==============================] - 0s 339us/step - loss: 0.1939 - accuracy: 0.9308
Epoch 143/500
255/255 [==============================] - 0s 342us/step - loss: 0.1937 - accuracy: 0.9308
Epoch 144/500
255/255 [==============================] - 0s 340us/step - loss: 0.1939 - accuracy: 0.9306
Epoch 145/500
255/255 [==============================] - 0s 345us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 146/500
255/255 [==============================] - 0s 342us/step - loss: 0.1937 - accuracy: 0.9303
Epoch 147/500
255/255 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9309
Epoch 148/500
255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9307
Epoch 149/500
255/255 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9307
Epoch 150/500
255/255 [==============================] - 0s 344us/step - loss: 0.1937 - accuracy: 0.9309
Epoch 151/500
255/255 [==============================] - 0s 340us/step - loss: 0.1934 - accuracy: 0.9310
Epoch 152/500
255/255 [==============================] - 0s 342us/step - loss: 0.1937 - accuracy: 0.9308
Epoch 153/500
255/255 [==============================] - 0s 339us/step - loss: 0.1938 - accuracy: 0.9304
Epoch 154/500
255/255 [==============================] - 0s 341us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 155/500
255/255 [==============================] - 0s 341us/step - loss: 0.1936 - accuracy: 0.9308
Epoch 156/500
255/255 [==============================] - 0s 344us/step - loss: 0.1936 - accuracy: 0.9313
Epoch 157/500
255/255 [==============================] - 0s 342us/step - loss: 0.1937 - accuracy: 0.9313
Epoch 158/500
255/255 [==============================] - 0s 343us/step - loss: 0.1935 - accuracy: 0.9306
Epoch 159/500
255/255 [==============================] - 0s 340us/step - loss: 0.1932 - accuracy: 0.9306
Epoch 160/500
255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9302
Epoch 161/500
255/255 [==============================] - 0s 344us/step - loss: 0.1938 - accuracy: 0.9306
Epoch 162/500
255/255 [==============================] - 0s 345us/step - loss: 0.1939 - accuracy: 0.9308
Epoch 163/500
255/255 [==============================] - 0s 343us/step - loss: 0.1937 - accuracy: 0.9306
Epoch 164/500
255/255 [==============================] - 0s 342us/step - loss: 0.1934 - accuracy: 0.9306
Epoch 165/500
255/255 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 166/500
255/255 [==============================] - 0s 344us/step - loss: 0.1939 - accuracy: 0.9304
Epoch 167/500
255/255 [==============================] - 0s 345us/step - loss: 0.1936 - accuracy: 0.9302
Epoch 168/500
255/255 [==============================] - 0s 345us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 169/500
255/255 [==============================] - 0s 344us/step - loss: 0.1937 - accuracy: 0.9309
Epoch 170/500
255/255 [==============================] - 0s 341us/step - loss: 0.1935 - accuracy: 0.9304
Epoch 171/500
255/255 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 172/500
255/255 [==============================] - 0s 344us/step - loss: 0.1938 - accuracy: 0.9307
Epoch 173/500
255/255 [==============================] - 0s 344us/step - loss: 0.1938 - accuracy: 0.9301
Epoch 174/500
255/255 [==============================] - 0s 344us/step - loss: 0.1934 - accuracy: 0.9303
Epoch 175/500
255/255 [==============================] - 0s 340us/step - loss: 0.1938 - accuracy: 0.9304
Epoch 176/500
255/255 [==============================] - 0s 346us/step - loss: 0.1937 - accuracy: 0.9299
Epoch 177/500
255/255 [==============================] - 0s 348us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 178/500
255/255 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9312
Epoch 179/500
255/255 [==============================] - 0s 348us/step - loss: 0.1937 - accuracy: 0.9306
Epoch 180/500
255/255 [==============================] - 0s 343us/step - loss: 0.1936 - accuracy: 0.9309
Epoch 181/500
255/255 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9304
Epoch 182/500
255/255 [==============================] - 0s 346us/step - loss: 0.1934 - accuracy: 0.9306
Epoch 183/500
255/255 [==============================] - 0s 341us/step - loss: 0.1938 - accuracy: 0.9307
Epoch 184/500
255/255 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9309
Epoch 185/500
255/255 [==============================] - 0s 342us/step - loss: 0.1936 - accuracy: 0.9304
Epoch 186/500
255/255 [==============================] - 0s 344us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 187/500
255/255 [==============================] - 0s 342us/step - loss: 0.1939 - accuracy: 0.9306
Epoch 188/500
255/255 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 189/500
255/255 [==============================] - 0s 348us/step - loss: 0.1936 - accuracy: 0.9303
Epoch 190/500
255/255 [==============================] - 0s 340us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 191/500
255/255 [==============================] - 0s 342us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 192/500
255/255 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9310
Epoch 193/500
255/255 [==============================] - 0s 343us/step - loss: 0.1935 - accuracy: 0.9306
Epoch 194/500
255/255 [==============================] - 0s 346us/step - loss: 0.1934 - accuracy: 0.9304
Epoch 195/500
255/255 [==============================] - 0s 341us/step - loss: 0.1936 - accuracy: 0.9303
Epoch 196/500
255/255 [==============================] - 0s 346us/step - loss: 0.1936 - accuracy: 0.9308
Epoch 197/500
255/255 [==============================] - 0s 342us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 198/500
255/255 [==============================] - 0s 337us/step - loss: 0.1934 - accuracy: 0.9307
Epoch 199/500
255/255 [==============================] - 0s 347us/step - loss: 0.1936 - accuracy: 0.9299
Epoch 200/500
255/255 [==============================] - 0s 343us/step - loss: 0.1937 - accuracy: 0.9304
Epoch 201/500
255/255 [==============================] - 0s 339us/step - loss: 0.1932 - accuracy: 0.9303
Epoch 202/500
255/255 [==============================] - 0s 348us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 203/500
255/255 [==============================] - 0s 339us/step - loss: 0.1936 - accuracy: 0.9306
Epoch 204/500
255/255 [==============================] - 0s 346us/step - loss: 0.1935 - accuracy: 0.9306
Epoch 205/500
255/255 [==============================] - 0s 343us/step - loss: 0.1933 - accuracy: 0.9309
Epoch 206/500
255/255 [==============================] - 0s 344us/step - loss: 0.1935 - accuracy: 0.9306
Epoch 207/500
255/255 [==============================] - 0s 342us/step - loss: 0.1934 - accuracy: 0.9306
Epoch 208/500
255/255 [==============================] - 0s 345us/step - loss: 0.1937 - accuracy: 0.9310
Epoch 209/500
255/255 [==============================] - 0s 339us/step - loss: 0.1932 - accuracy: 0.9306
Epoch 210/500
255/255 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9303
Epoch 211/500
255/255 [==============================] - 0s 340us/step - loss: 0.1934 - accuracy: 0.9308
Epoch 212/500
255/255 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9307
Epoch 213/500
255/255 [==============================] - 0s 343us/step - loss: 0.1934 - accuracy: 0.9313
Epoch 214/500
255/255 [==============================] - 0s 348us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 215/500
255/255 [==============================] - 0s 342us/step - loss: 0.1934 - accuracy: 0.9302
Epoch 216/500
255/255 [==============================] - 0s 342us/step - loss: 0.1933 - accuracy: 0.9304
Epoch 217/500
255/255 [==============================] - 0s 345us/step - loss: 0.1935 - accuracy: 0.9309
Epoch 218/500
255/255 [==============================] - 0s 339us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 219/500
255/255 [==============================] - 0s 339us/step - loss: 0.1935 - accuracy: 0.9304
Epoch 220/500
255/255 [==============================] - 0s 338us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 221/500
255/255 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9310
Epoch 222/500
255/255 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9306
Epoch 223/500
255/255 [==============================] - 0s 344us/step - loss: 0.1935 - accuracy: 0.9309
Epoch 224/500
255/255 [==============================] - 0s 339us/step - loss: 0.1933 - accuracy: 0.9306
Epoch 225/500
255/255 [==============================] - 0s 341us/step - loss: 0.1934 - accuracy: 0.9304
Epoch 226/500
255/255 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9303
Epoch 227/500
255/255 [==============================] - 0s 343us/step - loss: 0.1932 - accuracy: 0.9306
Epoch 228/500
255/255 [==============================] - 0s 342us/step - loss: 0.1934 - accuracy: 0.9309
Epoch 229/500
255/255 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9304
Epoch 230/500
255/255 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9306
Epoch 231/500
255/255 [==============================] - 0s 340us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 232/500
255/255 [==============================] - 0s 345us/step - loss: 0.1934 - accuracy: 0.9303
Epoch 233/500
255/255 [==============================] - 0s 346us/step - loss: 0.1933 - accuracy: 0.9302
Epoch 234/500
255/255 [==============================] - 0s 339us/step - loss: 0.1935 - accuracy: 0.9306
Epoch 235/500
255/255 [==============================] - 0s 343us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 236/500
255/255 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9309
Epoch 237/500
255/255 [==============================] - 0s 340us/step - loss: 0.1931 - accuracy: 0.9308
Epoch 238/500
255/255 [==============================] - 0s 341us/step - loss: 0.1932 - accuracy: 0.9303
Epoch 239/500
255/255 [==============================] - 0s 341us/step - loss: 0.1927 - accuracy: 0.9308
Epoch 240/500
255/255 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9309
Epoch 241/500
255/255 [==============================] - 0s 341us/step - loss: 0.1934 - accuracy: 0.9313
Epoch 242/500
255/255 [==============================] - 0s 339us/step - loss: 0.1932 - accuracy: 0.9302
Epoch 243/500
255/255 [==============================] - 0s 343us/step - loss: 0.1932 - accuracy: 0.9309
Epoch 244/500
255/255 [==============================] - 0s 345us/step - loss: 0.1934 - accuracy: 0.9307
Epoch 245/500
255/255 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9310
Epoch 246/500
255/255 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 247/500
255/255 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9308
Epoch 248/500
255/255 [==============================] - 0s 342us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 249/500
255/255 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9306
Epoch 250/500
255/255 [==============================] - 0s 341us/step - loss: 0.1932 - accuracy: 0.9304
Epoch 251/500
255/255 [==============================] - 0s 343us/step - loss: 0.1935 - accuracy: 0.9310
Epoch 252/500
255/255 [==============================] - 0s 344us/step - loss: 0.1933 - accuracy: 0.9306
Epoch 253/500
255/255 [==============================] - 0s 346us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 254/500
255/255 [==============================] - 0s 345us/step - loss: 0.1933 - accuracy: 0.9306
Epoch 255/500
255/255 [==============================] - 0s 347us/step - loss: 0.1933 - accuracy: 0.9306
Epoch 256/500
255/255 [==============================] - 0s 344us/step - loss: 0.1934 - accuracy: 0.9304
Epoch 257/500
255/255 [==============================] - 0s 372us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 258/500
255/255 [==============================] - 0s 384us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 259/500
255/255 [==============================] - 0s 395us/step - loss: 0.1932 - accuracy: 0.9308
Epoch 260/500
255/255 [==============================] - 0s 374us/step - loss: 0.1934 - accuracy: 0.9309
Epoch 261/500
255/255 [==============================] - 0s 377us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 262/500
255/255 [==============================] - 0s 342us/step - loss: 0.1932 - accuracy: 0.9307
Epoch 263/500
255/255 [==============================] - 0s 344us/step - loss: 0.1933 - accuracy: 0.9310
Epoch 264/500
255/255 [==============================] - 0s 344us/step - loss: 0.1931 - accuracy: 0.9308
Epoch 265/500
255/255 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9303
Epoch 266/500
255/255 [==============================] - 0s 344us/step - loss: 0.1931 - accuracy: 0.9310
Epoch 267/500
255/255 [==============================] - 0s 345us/step - loss: 0.1930 - accuracy: 0.9313
Epoch 268/500
255/255 [==============================] - 0s 342us/step - loss: 0.1932 - accuracy: 0.9309
Epoch 269/500
255/255 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9308
Epoch 270/500
255/255 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9306
Epoch 271/500
255/255 [==============================] - 0s 343us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 272/500
255/255 [==============================] - 0s 345us/step - loss: 0.1930 - accuracy: 0.9314
Epoch 273/500
255/255 [==============================] - 0s 344us/step - loss: 0.1932 - accuracy: 0.9312
Epoch 274/500
255/255 [==============================] - 0s 347us/step - loss: 0.1935 - accuracy: 0.9309
Epoch 275/500
255/255 [==============================] - 0s 343us/step - loss: 0.1931 - accuracy: 0.9309
Epoch 276/500
255/255 [==============================] - 0s 343us/step - loss: 0.1934 - accuracy: 0.9310
Epoch 277/500
255/255 [==============================] - 0s 348us/step - loss: 0.1931 - accuracy: 0.9314
Epoch 278/500
255/255 [==============================] - 0s 345us/step - loss: 0.1932 - accuracy: 0.9309
Epoch 279/500
255/255 [==============================] - 0s 352us/step - loss: 0.1932 - accuracy: 0.9312
Epoch 280/500
255/255 [==============================] - 0s 344us/step - loss: 0.1932 - accuracy: 0.9317
Epoch 281/500
255/255 [==============================] - 0s 344us/step - loss: 0.1933 - accuracy: 0.9310
Epoch 282/500
255/255 [==============================] - 0s 345us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 283/500
255/255 [==============================] - 0s 340us/step - loss: 0.1932 - accuracy: 0.9313
Epoch 284/500
255/255 [==============================] - 0s 342us/step - loss: 0.1932 - accuracy: 0.9308
Epoch 285/500
255/255 [==============================] - 0s 345us/step - loss: 0.1932 - accuracy: 0.9309
Epoch 286/500
255/255 [==============================] - 0s 348us/step - loss: 0.1933 - accuracy: 0.9313
Epoch 287/500
255/255 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9314
Epoch 288/500
255/255 [==============================] - 0s 352us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 289/500
255/255 [==============================] - 0s 341us/step - loss: 0.1931 - accuracy: 0.9310
Epoch 290/500
255/255 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9310
Epoch 291/500
255/255 [==============================] - 0s 347us/step - loss: 0.1932 - accuracy: 0.9314
Epoch 292/500
255/255 [==============================] - 0s 347us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 293/500
255/255 [==============================] - 0s 339us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 294/500
255/255 [==============================] - 0s 346us/step - loss: 0.1932 - accuracy: 0.9310
Epoch 295/500
255/255 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9310
Epoch 296/500
255/255 [==============================] - 0s 338us/step - loss: 0.1933 - accuracy: 0.9309
Epoch 297/500
255/255 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9312
Epoch 298/500
255/255 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9317
Epoch 299/500
255/255 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9312
Epoch 300/500
255/255 [==============================] - 0s 341us/step - loss: 0.1932 - accuracy: 0.9315
Epoch 301/500
255/255 [==============================] - 0s 345us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 302/500
255/255 [==============================] - 0s 342us/step - loss: 0.1933 - accuracy: 0.9315
Epoch 303/500
255/255 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9315
Epoch 304/500
255/255 [==============================] - 0s 340us/step - loss: 0.1931 - accuracy: 0.9314
Epoch 305/500
255/255 [==============================] - 0s 339us/step - loss: 0.1934 - accuracy: 0.9314
Epoch 306/500
255/255 [==============================] - 0s 344us/step - loss: 0.1930 - accuracy: 0.9313
Epoch 307/500
255/255 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9309
Epoch 308/500
255/255 [==============================] - 0s 342us/step - loss: 0.1931 - accuracy: 0.9310
Epoch 309/500
255/255 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9309
Epoch 310/500
255/255 [==============================] - 0s 344us/step - loss: 0.1929 - accuracy: 0.9315
Epoch 311/500
255/255 [==============================] - 0s 343us/step - loss: 0.1931 - accuracy: 0.9310
Epoch 312/500
255/255 [==============================] - 0s 340us/step - loss: 0.1930 - accuracy: 0.9317
Epoch 313/500
255/255 [==============================] - 0s 343us/step - loss: 0.1933 - accuracy: 0.9314
Epoch 314/500
255/255 [==============================] - 0s 341us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 315/500
255/255 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9320
Epoch 316/500
255/255 [==============================] - 0s 345us/step - loss: 0.1932 - accuracy: 0.9312
Epoch 317/500
255/255 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9309
Epoch 318/500
255/255 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9309
Epoch 319/500
255/255 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9314
Epoch 320/500
255/255 [==============================] - 0s 341us/step - loss: 0.1930 - accuracy: 0.9312
Epoch 321/500
255/255 [==============================] - 0s 344us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 322/500
255/255 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9314
Epoch 323/500
255/255 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9319
Epoch 324/500
255/255 [==============================] - 0s 341us/step - loss: 0.1928 - accuracy: 0.9315
Epoch 325/500
255/255 [==============================] - 0s 345us/step - loss: 0.1932 - accuracy: 0.9315
Epoch 326/500
255/255 [==============================] - 0s 341us/step - loss: 0.1931 - accuracy: 0.9314
Epoch 327/500
255/255 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9319
Epoch 328/500
255/255 [==============================] - 0s 342us/step - loss: 0.1930 - accuracy: 0.9309
Epoch 329/500
255/255 [==============================] - 0s 341us/step - loss: 0.1930 - accuracy: 0.9306
Epoch 330/500
255/255 [==============================] - 0s 340us/step - loss: 0.1929 - accuracy: 0.9318
Epoch 331/500
255/255 [==============================] - 0s 343us/step - loss: 0.1930 - accuracy: 0.9314
Epoch 332/500
255/255 [==============================] - 0s 347us/step - loss: 0.1926 - accuracy: 0.9315
Epoch 333/500
255/255 [==============================] - 0s 346us/step - loss: 0.1929 - accuracy: 0.9317
Epoch 334/500
255/255 [==============================] - 0s 347us/step - loss: 0.1928 - accuracy: 0.9315
Epoch 335/500
255/255 [==============================] - 0s 348us/step - loss: 0.1926 - accuracy: 0.9314
Epoch 336/500
255/255 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9314
Epoch 337/500
255/255 [==============================] - 0s 348us/step - loss: 0.1927 - accuracy: 0.9319
Epoch 338/500
255/255 [==============================] - 0s 344us/step - loss: 0.1928 - accuracy: 0.9318
Epoch 339/500
255/255 [==============================] - 0s 341us/step - loss: 0.1928 - accuracy: 0.9315
Epoch 340/500
255/255 [==============================] - 0s 347us/step - loss: 0.1926 - accuracy: 0.9320
Epoch 341/500
255/255 [==============================] - 0s 344us/step - loss: 0.1930 - accuracy: 0.9317
Epoch 342/500
255/255 [==============================] - 0s 344us/step - loss: 0.1928 - accuracy: 0.9322
Epoch 343/500
255/255 [==============================] - 0s 345us/step - loss: 0.1927 - accuracy: 0.9319
Epoch 344/500
255/255 [==============================] - 0s 342us/step - loss: 0.1928 - accuracy: 0.9320
Epoch 345/500
255/255 [==============================] - 0s 341us/step - loss: 0.1928 - accuracy: 0.9319
Epoch 346/500
255/255 [==============================] - 0s 340us/step - loss: 0.1927 - accuracy: 0.9322
Epoch 347/500
255/255 [==============================] - 0s 343us/step - loss: 0.1927 - accuracy: 0.9315
Epoch 348/500
255/255 [==============================] - 0s 342us/step - loss: 0.1923 - accuracy: 0.9320
Epoch 349/500
255/255 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9320
Epoch 350/500
255/255 [==============================] - 0s 344us/step - loss: 0.1927 - accuracy: 0.9317
Epoch 351/500
255/255 [==============================] - 0s 343us/step - loss: 0.1927 - accuracy: 0.9320
Epoch 352/500
255/255 [==============================] - 0s 345us/step - loss: 0.1928 - accuracy: 0.9320
Epoch 353/500
255/255 [==============================] - 0s 347us/step - loss: 0.1928 - accuracy: 0.9320
Epoch 354/500
255/255 [==============================] - 0s 344us/step - loss: 0.1926 - accuracy: 0.9314
Epoch 355/500
255/255 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9320
Epoch 356/500
255/255 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9318
Epoch 357/500
255/255 [==============================] - 0s 349us/step - loss: 0.1924 - accuracy: 0.9323
Epoch 358/500
255/255 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9319
Epoch 359/500
255/255 [==============================] - 0s 344us/step - loss: 0.1925 - accuracy: 0.9323
Epoch 360/500
255/255 [==============================] - 0s 343us/step - loss: 0.1925 - accuracy: 0.9318
Epoch 361/500
255/255 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9323
Epoch 362/500
255/255 [==============================] - 0s 345us/step - loss: 0.1926 - accuracy: 0.9319
Epoch 363/500
255/255 [==============================] - 0s 345us/step - loss: 0.1926 - accuracy: 0.9322
Epoch 364/500
255/255 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9322
Epoch 365/500
255/255 [==============================] - 0s 340us/step - loss: 0.1927 - accuracy: 0.9319
Epoch 366/500
255/255 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9328
Epoch 367/500
255/255 [==============================] - 0s 343us/step - loss: 0.1925 - accuracy: 0.9322
Epoch 368/500
255/255 [==============================] - 0s 342us/step - loss: 0.1923 - accuracy: 0.9325
Epoch 369/500
255/255 [==============================] - 0s 341us/step - loss: 0.1925 - accuracy: 0.9324
Epoch 370/500
255/255 [==============================] - 0s 339us/step - loss: 0.1921 - accuracy: 0.9325
Epoch 371/500
255/255 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9323
Epoch 372/500
255/255 [==============================] - 0s 342us/step - loss: 0.1922 - accuracy: 0.9323
Epoch 373/500
255/255 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9318
Epoch 374/500
255/255 [==============================] - 0s 343us/step - loss: 0.1924 - accuracy: 0.9319
Epoch 375/500
255/255 [==============================] - 0s 342us/step - loss: 0.1922 - accuracy: 0.9325
Epoch 376/500
255/255 [==============================] - 0s 339us/step - loss: 0.1924 - accuracy: 0.9318
Epoch 377/500
255/255 [==============================] - 0s 346us/step - loss: 0.1923 - accuracy: 0.9319
Epoch 378/500
255/255 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9323
Epoch 379/500
255/255 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9319
Epoch 380/500
255/255 [==============================] - 0s 341us/step - loss: 0.1924 - accuracy: 0.9323
Epoch 381/500
255/255 [==============================] - 0s 338us/step - loss: 0.1921 - accuracy: 0.9320
Epoch 382/500
255/255 [==============================] - 0s 342us/step - loss: 0.1922 - accuracy: 0.9322
Epoch 383/500
255/255 [==============================] - 0s 345us/step - loss: 0.1924 - accuracy: 0.9324
Epoch 384/500
255/255 [==============================] - 0s 342us/step - loss: 0.1924 - accuracy: 0.9325
Epoch 385/500
255/255 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9322
Epoch 386/500
255/255 [==============================] - 0s 337us/step - loss: 0.1921 - accuracy: 0.9326
Epoch 387/500
255/255 [==============================] - 0s 341us/step - loss: 0.1921 - accuracy: 0.9315
Epoch 388/500
255/255 [==============================] - 0s 345us/step - loss: 0.1921 - accuracy: 0.9324
Epoch 389/500
255/255 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9318
Epoch 390/500
255/255 [==============================] - 0s 339us/step - loss: 0.1920 - accuracy: 0.9322
Epoch 391/500
255/255 [==============================] - 0s 340us/step - loss: 0.1922 - accuracy: 0.9318
Epoch 392/500
255/255 [==============================] - 0s 339us/step - loss: 0.1922 - accuracy: 0.9325
Epoch 393/500
255/255 [==============================] - 0s 343us/step - loss: 0.1922 - accuracy: 0.9324
Epoch 394/500
255/255 [==============================] - 0s 342us/step - loss: 0.1924 - accuracy: 0.9322
Epoch 395/500
255/255 [==============================] - 0s 346us/step - loss: 0.1921 - accuracy: 0.9324
Epoch 396/500
255/255 [==============================] - 0s 346us/step - loss: 0.1923 - accuracy: 0.9326
Epoch 397/500
255/255 [==============================] - 0s 342us/step - loss: 0.1920 - accuracy: 0.9325
Epoch 398/500
255/255 [==============================] - 0s 342us/step - loss: 0.1922 - accuracy: 0.9323
Epoch 399/500
255/255 [==============================] - 0s 348us/step - loss: 0.1923 - accuracy: 0.9318
Epoch 400/500
255/255 [==============================] - 0s 342us/step - loss: 0.1919 - accuracy: 0.9325
Epoch 401/500
255/255 [==============================] - 0s 344us/step - loss: 0.1919 - accuracy: 0.9320
Epoch 402/500
255/255 [==============================] - 0s 342us/step - loss: 0.1920 - accuracy: 0.9329
Epoch 403/500
255/255 [==============================] - 0s 340us/step - loss: 0.1920 - accuracy: 0.9325
Epoch 404/500
255/255 [==============================] - 0s 347us/step - loss: 0.1920 - accuracy: 0.9330
Epoch 405/500
255/255 [==============================] - 0s 346us/step - loss: 0.1920 - accuracy: 0.9326
Epoch 406/500
255/255 [==============================] - 0s 339us/step - loss: 0.1919 - accuracy: 0.9330
Epoch 407/500
255/255 [==============================] - 0s 344us/step - loss: 0.1919 - accuracy: 0.9329
Epoch 408/500
255/255 [==============================] - 0s 342us/step - loss: 0.1917 - accuracy: 0.9328
Epoch 409/500
255/255 [==============================] - 0s 342us/step - loss: 0.1919 - accuracy: 0.9326
Epoch 410/500
255/255 [==============================] - 0s 342us/step - loss: 0.1918 - accuracy: 0.9323
Epoch 411/500
255/255 [==============================] - 0s 345us/step - loss: 0.1919 - accuracy: 0.9329
Epoch 412/500
255/255 [==============================] - 0s 343us/step - loss: 0.1917 - accuracy: 0.9330
Epoch 413/500
255/255 [==============================] - 0s 350us/step - loss: 0.1916 - accuracy: 0.9322
Epoch 414/500
255/255 [==============================] - 0s 349us/step - loss: 0.1919 - accuracy: 0.9328
Epoch 415/500
255/255 [==============================] - 0s 341us/step - loss: 0.1918 - accuracy: 0.9330
Epoch 416/500
255/255 [==============================] - 0s 339us/step - loss: 0.1916 - accuracy: 0.9334
Epoch 417/500
255/255 [==============================] - 0s 346us/step - loss: 0.1916 - accuracy: 0.9328
Epoch 418/500
255/255 [==============================] - 0s 337us/step - loss: 0.1914 - accuracy: 0.9329
Epoch 419/500
255/255 [==============================] - 0s 345us/step - loss: 0.1913 - accuracy: 0.9325
Epoch 420/500
255/255 [==============================] - 0s 344us/step - loss: 0.1915 - accuracy: 0.9324
Epoch 421/500
255/255 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9326
Epoch 422/500
255/255 [==============================] - 0s 337us/step - loss: 0.1916 - accuracy: 0.9328
Epoch 423/500
255/255 [==============================] - 0s 341us/step - loss: 0.1915 - accuracy: 0.9325
Epoch 424/500
255/255 [==============================] - 0s 344us/step - loss: 0.1911 - accuracy: 0.9328
Epoch 425/500
255/255 [==============================] - 0s 346us/step - loss: 0.1911 - accuracy: 0.9330
Epoch 426/500
255/255 [==============================] - 0s 342us/step - loss: 0.1912 - accuracy: 0.9325
Epoch 427/500
255/255 [==============================] - 0s 344us/step - loss: 0.1913 - accuracy: 0.9331
Epoch 428/500
255/255 [==============================] - 0s 341us/step - loss: 0.1913 - accuracy: 0.9331
Epoch 429/500
255/255 [==============================] - 0s 346us/step - loss: 0.1912 - accuracy: 0.9328
Epoch 430/500
255/255 [==============================] - 0s 346us/step - loss: 0.1908 - accuracy: 0.9330
Epoch 431/500
255/255 [==============================] - 0s 342us/step - loss: 0.1907 - accuracy: 0.9326
Epoch 432/500
255/255 [==============================] - 0s 345us/step - loss: 0.1912 - accuracy: 0.9326
Epoch 433/500
255/255 [==============================] - 0s 344us/step - loss: 0.1909 - accuracy: 0.9328
Epoch 434/500
255/255 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9329
Epoch 435/500
255/255 [==============================] - 0s 344us/step - loss: 0.1910 - accuracy: 0.9334
Epoch 436/500
255/255 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9330
Epoch 437/500
255/255 [==============================] - 0s 338us/step - loss: 0.1911 - accuracy: 0.9329
Epoch 438/500
255/255 [==============================] - 0s 378us/step - loss: 0.1911 - accuracy: 0.9328
Epoch 439/500
255/255 [==============================] - 0s 379us/step - loss: 0.1910 - accuracy: 0.9322
Epoch 440/500
255/255 [==============================] - 0s 403us/step - loss: 0.1908 - accuracy: 0.9335
Epoch 441/500
255/255 [==============================] - 0s 402us/step - loss: 0.1911 - accuracy: 0.9323
Epoch 442/500
255/255 [==============================] - 0s 359us/step - loss: 0.1912 - accuracy: 0.9325
Epoch 443/500
255/255 [==============================] - 0s 345us/step - loss: 0.1909 - accuracy: 0.9328
Epoch 444/500
255/255 [==============================] - 0s 342us/step - loss: 0.1908 - accuracy: 0.9331
Epoch 445/500
255/255 [==============================] - 0s 345us/step - loss: 0.1912 - accuracy: 0.9331
Epoch 446/500
255/255 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9329
Epoch 447/500
255/255 [==============================] - 0s 341us/step - loss: 0.1909 - accuracy: 0.9330
Epoch 448/500
255/255 [==============================] - 0s 342us/step - loss: 0.1910 - accuracy: 0.9326
Epoch 449/500
255/255 [==============================] - 0s 343us/step - loss: 0.1909 - accuracy: 0.9331
Epoch 450/500
255/255 [==============================] - 0s 343us/step - loss: 0.1909 - accuracy: 0.9334
Epoch 451/500
255/255 [==============================] - 0s 342us/step - loss: 0.1908 - accuracy: 0.9331
Epoch 452/500
255/255 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9330
Epoch 453/500
255/255 [==============================] - 0s 344us/step - loss: 0.1909 - accuracy: 0.9333
Epoch 454/500
255/255 [==============================] - 0s 348us/step - loss: 0.1908 - accuracy: 0.9329
Epoch 455/500
255/255 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9330
Epoch 456/500
255/255 [==============================] - 0s 340us/step - loss: 0.1909 - accuracy: 0.9329
Epoch 457/500
255/255 [==============================] - 0s 340us/step - loss: 0.1906 - accuracy: 0.9331
Epoch 458/500
255/255 [==============================] - 0s 341us/step - loss: 0.1904 - accuracy: 0.9323
Epoch 459/500
255/255 [==============================] - 0s 346us/step - loss: 0.1903 - accuracy: 0.9330
Epoch 460/500
255/255 [==============================] - 0s 338us/step - loss: 0.1906 - accuracy: 0.9331
Epoch 461/500
255/255 [==============================] - 0s 344us/step - loss: 0.1910 - accuracy: 0.9330
Epoch 462/500
255/255 [==============================] - 0s 344us/step - loss: 0.1907 - accuracy: 0.9328
Epoch 463/500
255/255 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9330
Epoch 464/500
255/255 [==============================] - 0s 341us/step - loss: 0.1906 - accuracy: 0.9325
Epoch 465/500
255/255 [==============================] - 0s 345us/step - loss: 0.1907 - accuracy: 0.9329
Epoch 466/500
255/255 [==============================] - 0s 340us/step - loss: 0.1906 - accuracy: 0.9333
Epoch 467/500
255/255 [==============================] - 0s 343us/step - loss: 0.1906 - accuracy: 0.9328
Epoch 468/500
255/255 [==============================] - 0s 342us/step - loss: 0.1901 - accuracy: 0.9328
Epoch 469/500
255/255 [==============================] - 0s 344us/step - loss: 0.1904 - accuracy: 0.9328
Epoch 470/500
255/255 [==============================] - 0s 345us/step - loss: 0.1906 - accuracy: 0.9329
Epoch 471/500
255/255 [==============================] - 0s 342us/step - loss: 0.1907 - accuracy: 0.9330
Epoch 472/500
255/255 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9331
Epoch 473/500
255/255 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9330
Epoch 474/500
255/255 [==============================] - 0s 344us/step - loss: 0.1905 - accuracy: 0.9328
Epoch 475/500
255/255 [==============================] - 0s 342us/step - loss: 0.1901 - accuracy: 0.9335
Epoch 476/500
255/255 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9324
Epoch 477/500
255/255 [==============================] - 0s 341us/step - loss: 0.1905 - accuracy: 0.9329
Epoch 478/500
255/255 [==============================] - 0s 339us/step - loss: 0.1907 - accuracy: 0.9330
Epoch 479/500
255/255 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9329
Epoch 480/500
255/255 [==============================] - 0s 342us/step - loss: 0.1900 - accuracy: 0.9333
Epoch 481/500
255/255 [==============================] - 0s 342us/step - loss: 0.1902 - accuracy: 0.9326
Epoch 482/500
255/255 [==============================] - 0s 345us/step - loss: 0.1904 - accuracy: 0.9338
Epoch 483/500
255/255 [==============================] - 0s 340us/step - loss: 0.1900 - accuracy: 0.9330
Epoch 484/500
255/255 [==============================] - 0s 345us/step - loss: 0.1903 - accuracy: 0.9331
Epoch 485/500
255/255 [==============================] - 0s 343us/step - loss: 0.1902 - accuracy: 0.9338
Epoch 486/500
255/255 [==============================] - 0s 348us/step - loss: 0.1901 - accuracy: 0.9334
Epoch 487/500
255/255 [==============================] - 0s 359us/step - loss: 0.1902 - accuracy: 0.9333
Epoch 488/500
255/255 [==============================] - 0s 356us/step - loss: 0.1903 - accuracy: 0.9331
Epoch 489/500
255/255 [==============================] - 0s 359us/step - loss: 0.1900 - accuracy: 0.9334
Epoch 490/500
255/255 [==============================] - 0s 355us/step - loss: 0.1901 - accuracy: 0.9333
Epoch 491/500
255/255 [==============================] - 0s 371us/step - loss: 0.1899 - accuracy: 0.9335
Epoch 492/500
255/255 [==============================] - 0s 358us/step - loss: 0.1902 - accuracy: 0.9331
Epoch 493/500
255/255 [==============================] - 0s 366us/step - loss: 0.1904 - accuracy: 0.9335
Epoch 494/500
255/255 [==============================] - 0s 353us/step - loss: 0.1897 - accuracy: 0.9339
Epoch 495/500
255/255 [==============================] - 0s 348us/step - loss: 0.1907 - accuracy: 0.9330
Epoch 496/500
255/255 [==============================] - 0s 348us/step - loss: 0.1900 - accuracy: 0.9328
Epoch 497/500
255/255 [==============================] - 0s 345us/step - loss: 0.1901 - accuracy: 0.9334
Epoch 498/500
255/255 [==============================] - 0s 346us/step - loss: 0.1898 - accuracy: 0.9334
Epoch 499/500
255/255 [==============================] - 0s 342us/step - loss: 0.1900 - accuracy: 0.9339
Epoch 500/500
255/255 [==============================] - 0s 343us/step - loss: 0.1900 - accuracy: 0.9340
29/29 [==============================] - 0s 304us/step
Epoch 1/100
362/362 [==============================] - 0s 369us/step - loss: 0.3882 - accuracy: 0.9301
Epoch 2/100
362/362 [==============================] - 0s 342us/step - loss: 0.2068 - accuracy: 0.9302
Epoch 3/100
362/362 [==============================] - 0s 342us/step - loss: 0.2015 - accuracy: 0.9302
Epoch 4/100
362/362 [==============================] - 0s 346us/step - loss: 0.1993 - accuracy: 0.9302
Epoch 5/100
362/362 [==============================] - 0s 342us/step - loss: 0.1983 - accuracy: 0.9302
Epoch 6/100
362/362 [==============================] - 0s 340us/step - loss: 0.1973 - accuracy: 0.9302
Epoch 7/100
362/362 [==============================] - 0s 343us/step - loss: 0.1969 - accuracy: 0.9302
Epoch 8/100
362/362 [==============================] - 0s 342us/step - loss: 0.1964 - accuracy: 0.9302
Epoch 9/100
362/362 [==============================] - 0s 343us/step - loss: 0.1960 - accuracy: 0.9302
Epoch 10/100
362/362 [==============================] - 0s 342us/step - loss: 0.1959 - accuracy: 0.9302
Epoch 11/100
362/362 [==============================] - 0s 339us/step - loss: 0.1956 - accuracy: 0.9302
Epoch 12/100
362/362 [==============================] - 0s 338us/step - loss: 0.1954 - accuracy: 0.9302
Epoch 13/100
362/362 [==============================] - 0s 341us/step - loss: 0.1953 - accuracy: 0.9302
Epoch 14/100
362/362 [==============================] - 0s 342us/step - loss: 0.1951 - accuracy: 0.9302
Epoch 15/100
362/362 [==============================] - 0s 340us/step - loss: 0.1950 - accuracy: 0.9302
Epoch 16/100
362/362 [==============================] - 0s 341us/step - loss: 0.1949 - accuracy: 0.9302
Epoch 17/100
362/362 [==============================] - 0s 343us/step - loss: 0.1945 - accuracy: 0.9302
Epoch 18/100
362/362 [==============================] - 0s 343us/step - loss: 0.1948 - accuracy: 0.9302
Epoch 19/100
362/362 [==============================] - 0s 340us/step - loss: 0.1947 - accuracy: 0.9302
Epoch 20/100
362/362 [==============================] - 0s 339us/step - loss: 0.1943 - accuracy: 0.9302
Epoch 21/100
362/362 [==============================] - 0s 338us/step - loss: 0.1947 - accuracy: 0.9302
Epoch 22/100
362/362 [==============================] - 0s 336us/step - loss: 0.1943 - accuracy: 0.9302
Epoch 23/100
362/362 [==============================] - 0s 337us/step - loss: 0.1943 - accuracy: 0.9302
Epoch 24/100
362/362 [==============================] - 0s 341us/step - loss: 0.1943 - accuracy: 0.9302
Epoch 25/100
362/362 [==============================] - 0s 339us/step - loss: 0.1941 - accuracy: 0.9302
Epoch 26/100
362/362 [==============================] - 0s 338us/step - loss: 0.1942 - accuracy: 0.9302
Epoch 27/100
362/362 [==============================] - 0s 339us/step - loss: 0.1942 - accuracy: 0.9302
Epoch 28/100
362/362 [==============================] - 0s 340us/step - loss: 0.1940 - accuracy: 0.9302
Epoch 29/100
362/362 [==============================] - 0s 338us/step - loss: 0.1942 - accuracy: 0.9302
Epoch 30/100
362/362 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9302
Epoch 31/100
362/362 [==============================] - 0s 340us/step - loss: 0.1940 - accuracy: 0.9302
Epoch 32/100
362/362 [==============================] - 0s 337us/step - loss: 0.1940 - accuracy: 0.9302
Epoch 33/100
362/362 [==============================] - 0s 339us/step - loss: 0.1939 - accuracy: 0.9302
Epoch 34/100
362/362 [==============================] - 0s 342us/step - loss: 0.1938 - accuracy: 0.9302
Epoch 35/100
362/362 [==============================] - 0s 337us/step - loss: 0.1938 - accuracy: 0.9302
Epoch 36/100
362/362 [==============================] - 0s 343us/step - loss: 0.1938 - accuracy: 0.9302
Epoch 37/100
362/362 [==============================] - 0s 341us/step - loss: 0.1935 - accuracy: 0.9302
Epoch 38/100
362/362 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9302
Epoch 39/100
362/362 [==============================] - 0s 343us/step - loss: 0.1934 - accuracy: 0.9302
Epoch 40/100
362/362 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9302
Epoch 41/100
362/362 [==============================] - 0s 340us/step - loss: 0.1935 - accuracy: 0.9302
Epoch 42/100
362/362 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9302
Epoch 43/100
362/362 [==============================] - 0s 337us/step - loss: 0.1934 - accuracy: 0.9302
Epoch 44/100
362/362 [==============================] - 0s 342us/step - loss: 0.1935 - accuracy: 0.9302
Epoch 45/100
362/362 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9302
Epoch 46/100
362/362 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9302
Epoch 47/100
362/362 [==============================] - 0s 341us/step - loss: 0.1933 - accuracy: 0.9302
Epoch 48/100
362/362 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9302
Epoch 49/100
362/362 [==============================] - 0s 340us/step - loss: 0.1934 - accuracy: 0.9302
Epoch 50/100
362/362 [==============================] - 0s 338us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 51/100
362/362 [==============================] - 0s 341us/step - loss: 0.1932 - accuracy: 0.9302
Epoch 52/100
362/362 [==============================] - 0s 342us/step - loss: 0.1932 - accuracy: 0.9302
Epoch 53/100
362/362 [==============================] - 0s 340us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 54/100
362/362 [==============================] - 0s 339us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 55/100
362/362 [==============================] - 0s 338us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 56/100
362/362 [==============================] - 0s 339us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 57/100
362/362 [==============================] - 0s 339us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 58/100
362/362 [==============================] - 0s 339us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 59/100
362/362 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9302
Epoch 60/100
362/362 [==============================] - 0s 340us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 61/100
362/362 [==============================] - 0s 338us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 62/100
362/362 [==============================] - 0s 340us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 63/100
362/362 [==============================] - 0s 339us/step - loss: 0.1928 - accuracy: 0.9302
Epoch 64/100
362/362 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9302
Epoch 65/100
362/362 [==============================] - 0s 339us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 66/100
362/362 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 67/100
362/362 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9302
Epoch 68/100
362/362 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9302
Epoch 69/100
362/362 [==============================] - 0s 345us/step - loss: 0.1929 - accuracy: 0.9302
Epoch 70/100
362/362 [==============================] - 0s 340us/step - loss: 0.1928 - accuracy: 0.9302
Epoch 71/100
362/362 [==============================] - 0s 339us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 72/100
362/362 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 73/100
362/362 [==============================] - 0s 343us/step - loss: 0.1929 - accuracy: 0.9302
Epoch 74/100
362/362 [==============================] - 0s 343us/step - loss: 0.1926 - accuracy: 0.9302
Epoch 75/100
362/362 [==============================] - 0s 338us/step - loss: 0.1928 - accuracy: 0.9302
Epoch 76/100
362/362 [==============================] - 0s 344us/step - loss: 0.1925 - accuracy: 0.9302
Epoch 77/100
362/362 [==============================] - 0s 341us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 78/100
362/362 [==============================] - 0s 343us/step - loss: 0.1928 - accuracy: 0.9302
Epoch 79/100
362/362 [==============================] - 0s 341us/step - loss: 0.1927 - accuracy: 0.9299
Epoch 80/100
362/362 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9301
Epoch 81/100
362/362 [==============================] - 0s 339us/step - loss: 0.1926 - accuracy: 0.9302
Epoch 82/100
362/362 [==============================] - 0s 360us/step - loss: 0.1925 - accuracy: 0.9302
Epoch 83/100
362/362 [==============================] - 0s 385us/step - loss: 0.1928 - accuracy: 0.9304
Epoch 84/100
362/362 [==============================] - 0s 386us/step - loss: 0.1926 - accuracy: 0.9304
Epoch 85/100
362/362 [==============================] - 0s 371us/step - loss: 0.1925 - accuracy: 0.9297
Epoch 86/100
362/362 [==============================] - 0s 343us/step - loss: 0.1925 - accuracy: 0.9295
Epoch 87/100
362/362 [==============================] - 0s 341us/step - loss: 0.1923 - accuracy: 0.9297
Epoch 88/100
362/362 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9299
Epoch 89/100
362/362 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9299
Epoch 90/100
362/362 [==============================] - 0s 339us/step - loss: 0.1923 - accuracy: 0.9300
Epoch 91/100
362/362 [==============================] - 0s 342us/step - loss: 0.1928 - accuracy: 0.9297
Epoch 92/100
362/362 [==============================] - 0s 344us/step - loss: 0.1924 - accuracy: 0.9300
Epoch 93/100
362/362 [==============================] - 0s 345us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 94/100
362/362 [==============================] - 0s 343us/step - loss: 0.1923 - accuracy: 0.9296
Epoch 95/100
362/362 [==============================] - 0s 344us/step - loss: 0.1925 - accuracy: 0.9297
Epoch 96/100
362/362 [==============================] - 0s 343us/step - loss: 0.1924 - accuracy: 0.9295
Epoch 97/100
362/362 [==============================] - 0s 343us/step - loss: 0.1925 - accuracy: 0.9300
Epoch 98/100
362/362 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9296
Epoch 99/100
362/362 [==============================] - 0s 340us/step - loss: 0.1924 - accuracy: 0.9302
Epoch 100/100
362/362 [==============================] - 0s 341us/step - loss: 0.1923 - accuracy: 0.9303
print('\033[1mBest Parameters of GridSearchCV for Classifier ANN Model:\033[0m', gridANNClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for ANN Classifier Model:\033[0m', gridANNCl - accuracy: 0.9307
Epoch 10/100
326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 11/100
326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0ANNClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for ANN Classifier Model:\033[0m', gridANNCl - accuracy: 0.9307
Epoch 10/100
326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 11/100
326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9307
Epoch 12/100
326/326 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9307
Epoch 13/100
326/326 [==============================] - 0s 336us/step - loss: 0.1926 - accuracy: 0.9307
Epoch 14/100
326/326 [==============================] - 0s 341us/step - loss: 0.1922 - accuracy: 0.9307
Epoch 15/100
326/326 [==============================] - 0s 338us/step - loss: 0.1920 - accuracy: 0.9307
Epoch 16/100
326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9307
Epoch 17/100
326/326 [==============================] - 0s 345us/step - loss: 0.1918 - accuracy: 0.9307
Epoch 18/100
326/326 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9307
Epoch 19/100
326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9307
Epoch 20/100
326/326 [==============================] - 0s 340us/step - loss: 0.1910 - accuracy: 0.9307
Epoch 21/100
326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9307
Epoch 22/100
326/326 [==============================] - 0s 335us/step - loss: 0.1909 - accuracy: 0.9307
Epoch 23/100
326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9307
Epoch 24/100
326/326 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9307
Epoch 25/100
326/326 [==============================] - 0s 342us/step - loss: 0.1907 - accuracy: 0.9307
Epoch 26/100
326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9307
Epoch 27/100
326/326 [==============================] - 0s 338us/step - loss: 0.1905 - accuracy: 0.9307
Epoch 28/100
326/326 [==============================] - 0s 344us/step - loss: 0.1905 - accuracy: 0.9307
Epoch 29/100
326/326 [==============================] - 0s 338us/step - loss: 0.1902 - accuracy: 0.9307
Epoch 30/100
326/326 [==============================] - 0s 346us/step - loss: 0.1901 - accuracy: 0.9307
Epoch 31/100
326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9307
Epoch 32/100
326/326 [==============================] - 0s 339us/step - loss: 0.1901 - accuracy: 0.9307
Epoch 33/100
326/326 [==============================] - 0s 340us/step - loss: 0.1899 - accuracy: 0.9307
Epoch 34/100
326/326 [==============================] - 0s 340us/step - loss: 0.1899 - accuracy: 0.9307
Epoch 35/100
326/326 [==============================] - 0s 340us/step - loss: 0.1899 - accuracy: 0.9307
Epoch 36/100
326/326 [==============================] - 0s 337us/step - loss: 0.1898 - accuracy: 0.9307
Epoch 37/100
326/326 [==============================] - 0s 336us/step - loss: 0.1893 - accuracy: 0.9307
Epoch 38/100
326/326 [==============================] - 0s 344us/step - loss: 0.1898 - accuracy: 0.9307
Epoch 39/100
326/326 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9307
Epoch 40/100
326/326 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9307
Epoch 41/100
326/326 [==============================] - 0s 347us/step - loss: 0.1897 - accuracy: 0.9307
Epoch 42/100
326/326 [==============================] - 0s 341us/step - loss: 0.1892 - accuracy: 0.9307
Epoch 43/100
326/326 [==============================] - 0s 343us/step - loss: 0.1896 - accuracy: 0.9307
Epoch 44/100
326/326 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9307
Epoch 45/100
326/326 [==============================] - 0s 344us/step - loss: 0.1893 - accuracy: 0.9307
Epoch 46/100
326/326 [==============================] - 0s 332us/step - loss: 0.1894 - accuracy: 0.9307
Epoch 47/100
326/326 [==============================] - 0s 337us/step - loss: 0.1893 - accuracy: 0.9307
Epoch 48/100
326/326 [==============================] - 0s 336us/step - loss: 0.1892 - accuracy: 0.9307
Epoch 49/100
326/326 [==============================] - 0s 345us/step - loss: 0.1892 - accuracy: 0.9307
Epoch 50/100
326/326 [==============================] - 0s 340us/step - loss: 0.1891 - accuracy: 0.9307
Epoch 51/100
326/326 [==============================] - 0s 343us/step - loss: 0.1888 - accuracy: 0.9307
Epoch 52/100
326/326 [==============================] - 0s 342us/step - loss: 0.1891 - accuracy: 0.9307
Epoch 53/100
326/326 [==============================] - 0s 348us/step - loss: 0.1890 - accuracy: 0.9307
Epoch 54/100
326/326 [==============================] - 0s 342us/step - loss: 0.1889 - accuracy: 0.9307
Epoch 55/100
326/326 [==============================] - 0s 338us/step - loss: 0.1888 - accuracy: 0.9307
Epoch 56/100
326/326 [==============================] - 0s 337us/step - loss: 0.1888 - accuracy: 0.9307
Epoch 57/100
326/326 [==============================] - 0s 355us/step - loss: 0.1887 - accuracy: 0.9307
Epoch 58/100
326/326 [==============================] - 0s 352us/step - loss: 0.1888 - accuracy: 0.9307
Epoch 59/100
326/326 [==============================] - 0s 338us/step - loss: 0.1886 - accuracy: 0.9307
Epoch 60/100
326/326 [==============================] - 0s 336us/step - loss: 0.1886 - accuracy: 0.9307
Epoch 61/100
326/326 [==============================] - 0s 335us/step - loss: 0.1889 - accuracy: 0.9307
Epoch 62/100
326/326 [==============================] - 0s 338us/step - loss: 0.1889 - accuracy: 0.9307
Epoch 63/100
326/326 [==============================] - 0s 337us/step - loss: 0.1886 - accuracy: 0.9310
Epoch 64/100
326/326 [==============================] - 0s 334us/step - loss: 0.1889 - accuracy: 0.9310
Epoch 65/100
326/326 [==============================] - 0s 337us/step - loss: 0.1886 - accuracy: 0.9308
Epoch 66/100
326/326 [==============================] - 0s 338us/step - loss: 0.1886 - accuracy: 0.9312
Epoch 67/100
326/326 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9312
Epoch 68/100
326/326 [==============================] - 0s 338us/step - loss: 0.1885 - accuracy: 0.9314
Epoch 69/100
326/326 [==============================] - 0s 338us/step - loss: 0.1886 - accuracy: 0.9317
Epoch 70/100
326/326 [==============================] - 0s 339us/step - loss: 0.1886 - accuracy: 0.9314
Epoch 71/100
326/326 [==============================] - 0s 337us/step - loss: 0.1885 - accuracy: 0.9313
Epoch 72/100
326/326 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9318
Epoch 73/100
326/326 [==============================] - 0s 339us/step - loss: 0.1887 - accuracy: 0.9320
Epoch 74/100
326/326 [==============================] - 0s 337us/step - loss: 0.1883 - accuracy: 0.9314
Epoch 75/100
326/326 [==============================] - 0s 337us/step - loss: 0.1886 - accuracy: 0.9317
Epoch 76/100
326/326 [==============================] - 0s 338us/step - loss: 0.1882 - accuracy: 0.9318
Epoch 77/100
326/326 [==============================] - 0s 336us/step - loss: 0.1882 - accuracy: 0.9314
Epoch 78/100
326/326 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9310
Epoch 79/100
326/326 [==============================] - 0s 339us/step - loss: 0.1883 - accuracy: 0.9317
Epoch 80/100
326/326 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9317
Epoch 81/100
326/326 [==============================] - 0s 334us/step - loss: 0.1881 - accuracy: 0.9315
Epoch 82/100
326/326 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9315
Epoch 83/100
326/326 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9318
Epoch 84/100
326/326 [==============================] - 0s 332us/step - loss: 0.1882 - accuracy: 0.9317
Epoch 85/100
326/326 [==============================] - 0s 332us/step - loss: 0.1883 - accuracy: 0.9313
Epoch 86/100
326/326 [==============================] - 0s 336us/step - loss: 0.1881 - accuracy: 0.9312
Epoch 87/100
326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9315
Epoch 88/100
326/326 [==============================] - 0s 336us/step - loss: 0.1881 - accuracy: 0.9310
Epoch 89/100
326/326 [==============================] - 0s 332us/step - loss: 0.1882 - accuracy: 0.9313
Epoch 90/100
326/326 [==============================] - 0s 329us/step - loss: 0.1881 - accuracy: 0.9312
Epoch 91/100
326/326 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9318
Epoch 92/100
326/326 [==============================] - 0s 337us/step - loss: 0.1879 - accuracy: 0.9317
Epoch 93/100
326/326 [==============================] - 0s 336us/step - loss: 0.1879 - accuracy: 0.9314
Epoch 94/100
326/326 [==============================] - 0s 334us/step - loss: 0.1880 - accuracy: 0.9313
Epoch 95/100
326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9312
Epoch 96/100
326/326 [==============================] - 0s 331us/step - loss: 0.1883 - accuracy: 0.9320
Epoch 97/100
326/326 [==============================] - 0s 331us/step - loss: 0.1880 - accuracy: 0.9321
Epoch 98/100
326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9314
Epoch 99/100
326/326 [==============================] - 0s 334us/step - loss: 0.1880 - accuracy: 0.9313
Epoch 100/100
326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9313
29/29 [==============================] - 0s 311us/step
Epoch 1/100
326/326 [==============================] - 0s 370us/step - loss: 0.3974 - accuracy: 0.9287
Epoch 2/100
326/326 [==============================] - 0s 335us/step - loss: 0.2055 - accuracy: 0.9301
Epoch 3/100
326/326 [==============================] - 0s 331us/step - loss: 0.2007 - accuracy: 0.9301
Epoch 4/100
326/326 [==============================] - 0s 332us/step - loss: 0.1988 - accuracy: 0.9301
Epoch 5/100
326/326 [==============================] - 0s 334us/step - loss: 0.1974 - accuracy: 0.9301
Epoch 6/100
326/326 [==============================] - 0s 332us/step - loss: 0.1964 - accuracy: 0.9301
Epoch 7/100
326/326 [==============================] - 0s 333us/step - loss: 0.1956 - accuracy: 0.9301
Epoch 8/100
326/326 [==============================] - 0s 350us/step - loss: 0.1949 - accuracy: 0.9301
Epoch 9/100
326/326 [==============================] - 0s 378us/step - loss: 0.1947 - accuracy: 0.9301
Epoch 10/100
326/326 [==============================] - 0s 377us/step - loss: 0.1944 - accuracy: 0.9301
Epoch 11/100
326/326 [==============================] - 0s 374us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 12/100
326/326 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 13/100
326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 14/100
326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9301
Epoch 15/100
326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9301
Epoch 16/100
326/326 [==============================] - 0s 327us/step - loss: 0.1932 - accuracy: 0.9301
Epoch 17/100
326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9301
Epoch 18/100
326/326 [==============================] - 0s 332us/step - loss: 0.1928 - accuracy: 0.9301
Epoch 19/100
326/326 [==============================] - 0s 328us/step - loss: 0.1931 - accuracy: 0.9301
Epoch 20/100
326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9301
Epoch 21/100
326/326 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9301
Epoch 22/100
326/326 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9301
Epoch 23/100
326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9301
Epoch 24/100
326/326 [==============================] - 0s 332us/step - loss: 0.1924 - accuracy: 0.9301
Epoch 25/100
326/326 [==============================] - 0s 328us/step - loss: 0.1922 - accuracy: 0.9301
Epoch 26/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9301
Epoch 27/100
326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9301
Epoch 28/100
326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9301
Epoch 29/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9301
Epoch 30/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9301
Epoch 31/100
326/326 [==============================] - 0s 336us/step - loss: 0.1916 - accuracy: 0.9301
Epoch 32/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9301
Epoch 33/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9301
Epoch 34/100
326/326 [==============================] - 0s 332us/step - loss: 0.1914 - accuracy: 0.9301
Epoch 35/100
326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9301
Epoch 36/100
326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9304
Epoch 37/100
326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9307
Epoch 38/100
326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9305
Epoch 39/100
326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9310
Epoch 40/100
326/326 [==============================] - 0s 334us/step - loss: 0.1915 - accuracy: 0.9304
Epoch 41/100
326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9308
Epoch 42/100
326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9304
Epoch 43/100
326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9308
Epoch 44/100
326/326 [==============================] - 0s 336us/step - loss: 0.1909 - accuracy: 0.9307
Epoch 45/100
326/326 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9312
Epoch 46/100
326/326 [==============================] - 0s 335us/step - loss: 0.1907 - accuracy: 0.9307
Epoch 47/100
326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9309
Epoch 48/100
326/326 [==============================] - 0s 338us/step - loss: 0.1907 - accuracy: 0.9308
Epoch 49/100
326/326 [==============================] - 0s 336us/step - loss: 0.1906 - accuracy: 0.9309
Epoch 50/100
326/326 [==============================] - 0s 334us/step - loss: 0.1905 - accuracy: 0.9310
Epoch 51/100
326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9308
Epoch 52/100
326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9308
Epoch 53/100
326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9307
Epoch 54/100
326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9305
Epoch 55/100
326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9312
Epoch 56/100
326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9309
Epoch 57/100
326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9313
Epoch 58/100
326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312
Epoch 59/100
326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9313
Epoch 60/100
326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9314
Epoch 61/100
326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9315
Epoch 62/100
326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9314
Epoch 63/100
326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9314
Epoch 64/100
326/326 [==============================] - 0s 330us/step - loss: 0.1901 - accuracy: 0.9308
Epoch 65/100
326/326 [==============================] - 0s 335us/step - loss: 0.1900 - accuracy: 0.9314
Epoch 66/100
326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9310
Epoch 67/100
326/326 [==============================] - 0s 331us/step - loss: 0.1899 - accuracy: 0.9313
Epoch 68/100
326/326 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9315
Epoch 69/100
326/326 [==============================] - 0s 329us/step - loss: 0.1901 - accuracy: 0.9310
Epoch 70/100
326/326 [==============================] - 0s 330us/step - loss: 0.1900 - accuracy: 0.9310
Epoch 71/100
326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9313
Epoch 72/100
326/326 [==============================] - 0s 330us/step - loss: 0.1899 - accuracy: 0.9315
Epoch 73/100
326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9312
Epoch 74/100
326/326 [==============================] - 0s 332us/step - loss: 0.1900 - accuracy: 0.9308
Epoch 75/100
326/326 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9310
Epoch 76/100
326/326 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9309
Epoch 77/100
326/326 [==============================] - 0s 334us/step - loss: 0.1899 - accuracy: 0.9313
Epoch 78/100
326/326 [==============================] - 0s 328us/step - loss: 0.1900 - accuracy: 0.9314
Epoch 79/100
326/326 [==============================] - 0s 330us/step - loss: 0.1897 - accuracy: 0.9319
Epoch 80/100
326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9310
Epoch 81/100
326/326 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9310
Epoch 82/100
326/326 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9312
Epoch 83/100
326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9318
Epoch 84/100
326/326 [==============================] - 0s 333us/step - loss: 0.1897 - accuracy: 0.9310
Epoch 85/100
326/326 [==============================] - 0s 332us/step - loss: 0.1897 - accuracy: 0.9315
Epoch 86/100
326/326 [==============================] - 0s 334us/step - loss: 0.1896 - accuracy: 0.9310
Epoch 87/100
326/326 [==============================] - 0s 336us/step - loss: 0.1897 - accuracy: 0.9315
Epoch 88/100
326/326 [==============================] - 0s 333us/step - loss: 0.1895 - accuracy: 0.9308
Epoch 89/100
326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9314
Epoch 90/100
326/326 [==============================] - 0s 329us/step - loss: 0.1896 - accuracy: 0.9318
Epoch 91/100
326/326 [==============================] - 0s 331us/step - loss: 0.1895 - accuracy: 0.9320
Epoch 92/100
326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9312
Epoch 93/100
326/326 [==============================] - 0s 329us/step - loss: 0.1895 - accuracy: 0.9310
Epoch 94/100
326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9313
Epoch 95/100
326/326 [==============================] - 0s 327us/step - loss: 0.1894 - accuracy: 0.9303
Epoch 96/100
326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9314
Epoch 97/100
326/326 [==============================] - 0s 332us/step - loss: 0.1896 - accuracy: 0.9315
Epoch 98/100
326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9319
Epoch 99/100
326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9317
Epoch 100/100
326/326 [==============================] - 0s 336us/step - loss: 0.1893 - accuracy: 0.9310
29/29 [==============================] - 0s 305us/step
Epoch 1/100
326/326 [==============================] - 0s 370us/step - loss: 0.4404 - accuracy: 0.9310
Epoch 2/100
326/326 [==============================] - 0s 335us/step - loss: 0.2097 - accuracy: 0.9310
Epoch 3/100
326/326 [==============================] - 0s 335us/step - loss: 0.2016 - accuracy: 0.9310
Epoch 4/100
326/326 [==============================] - 0s 331us/step - loss: 0.1986 - accuracy: 0.9310
Epoch 5/100
326/326 [==============================] - 0s 332us/step - loss: 0.1972 - accuracy: 0.9310
Epoch 6/100
326/326 [==============================] - 0s 335us/step - loss: 0.1961 - accuracy: 0.9310
Epoch 7/100
326/326 [==============================] - 0s 329us/step - loss: 0.1956 - accuracy: 0.9310
Epoch 8/100
326/326 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9310
Epoch 9/100
326/326 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9310
Epoch 10/100
326/326 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9310
Epoch 11/100
326/326 [==============================] - 0s 328us/step - loss: 0.1944 - accuracy: 0.9310
Epoch 12/100
326/326 [==============================] - 0s 334us/step - loss: 0.1941 - accuracy: 0.9310
Epoch 13/100
326/326 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9310
Epoch 14/100
326/326 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9310
Epoch 15/100
326/326 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9310
Epoch 16/100
326/326 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9310
Epoch 17/100
326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9310
Epoch 18/100
326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9310
Epoch 19/100
326/326 [==============================] - 0s 335us/step - loss: 0.1933 - accuracy: 0.9310
Epoch 20/100
326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9310
Epoch 21/100
326/326 [==============================] - 0s 337us/step - loss: 0.1929 - accuracy: 0.9310
Epoch 22/100
326/326 [==============================] - 0s 333us/step - loss: 0.1929 - accuracy: 0.9310
Epoch 23/100
326/326 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9310
Epoch 24/100
326/326 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9310
Epoch 25/100
326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9310
Epoch 26/100
326/326 [==============================] - 0s 336us/step - loss: 0.1927 - accuracy: 0.9310
Epoch 27/100
326/326 [==============================] - 0s 338us/step - loss: 0.1925 - accuracy: 0.9310
Epoch 28/100
326/326 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9310
Epoch 29/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9310
Epoch 30/100
326/326 [==============================] - 0s 335us/step - loss: 0.1924 - accuracy: 0.9310
Epoch 31/100
326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9310
Epoch 32/100
326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9310
Epoch 33/100
326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9310
Epoch 34/100
326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9310
Epoch 35/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9310
Epoch 36/100
326/326 [==============================] - 0s 330us/step - loss: 0.1919 - accuracy: 0.9310
Epoch 37/100
326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9310
Epoch 38/100
326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9310
Epoch 39/100
326/326 [==============================] - 0s 329us/step - loss: 0.1917 - accuracy: 0.9310
Epoch 40/100
326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9310
Epoch 41/100
326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9310
Epoch 42/100
326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9310
Epoch 43/100
326/326 [==============================] - 0s 331us/step - loss: 0.1912 - accuracy: 0.9310
Epoch 44/100
326/326 [==============================] - 0s 328us/step - loss: 0.1912 - accuracy: 0.9309
Epoch 45/100
326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9314
Epoch 46/100
326/326 [==============================] - 0s 327us/step - loss: 0.1909 - accuracy: 0.9309
Epoch 47/100
326/326 [==============================] - 0s 330us/step - loss: 0.1908 - accuracy: 0.9314
Epoch 48/100
326/326 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9315
Epoch 49/100
326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9307
Epoch 50/100
326/326 [==============================] - 0s 331us/step - loss: 0.1904 - accuracy: 0.9317
Epoch 51/100
326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9313
Epoch 52/100
326/326 [==============================] - 0s 364us/step - loss: 0.1905 - accuracy: 0.9314
Epoch 53/100
326/326 [==============================] - 0s 382us/step - loss: 0.1903 - accuracy: 0.9315
Epoch 54/100
326/326 [==============================] - 0s 379us/step - loss: 0.1904 - accuracy: 0.9313
Epoch 55/100
326/326 [==============================] - 0s 370us/step - loss: 0.1903 - accuracy: 0.9312
Epoch 56/100
326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9317
Epoch 57/100
326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9315
Epoch 58/100
326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9314
Epoch 59/100
326/326 [==============================] - 0s 328us/step - loss: 0.1899 - accuracy: 0.9314
Epoch 60/100
326/326 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9315
Epoch 61/100
326/326 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9314
Epoch 62/100
326/326 [==============================] - 0s 335us/step - loss: 0.1899 - accuracy: 0.9309
Epoch 63/100
326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9314
Epoch 64/100
326/326 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9305
Epoch 65/100
326/326 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9313
Epoch 66/100
326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9314
Epoch 67/100
326/326 [==============================] - 0s 329us/step - loss: 0.1897 - accuracy: 0.9312
Epoch 68/100
326/326 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9314
Epoch 69/100
326/326 [==============================] - 0s 331us/step - loss: 0.1896 - accuracy: 0.9304
Epoch 70/100
326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9317
Epoch 71/100
326/326 [==============================] - 0s 332us/step - loss: 0.1893 - accuracy: 0.9315
Epoch 72/100
326/326 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9312
Epoch 73/100
326/326 [==============================] - 0s 335us/step - loss: 0.1894 - accuracy: 0.9312
Epoch 74/100
326/326 [==============================] - 0s 338us/step - loss: 0.1891 - accuracy: 0.9313
Epoch 75/100
326/326 [==============================] - 0s 331us/step - loss: 0.1894 - accuracy: 0.9315
Epoch 76/100
326/326 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9317
Epoch 77/100
326/326 [==============================] - 0s 333us/step - loss: 0.1893 - accuracy: 0.9318
Epoch 78/100
326/326 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9307
Epoch 79/100
326/326 [==============================] - 0s 331us/step - loss: 0.1891 - accuracy: 0.9309
Epoch 80/100
326/326 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9312
Epoch 81/100
326/326 [==============================] - 0s 333us/step - loss: 0.1890 - accuracy: 0.9315
Epoch 82/100
326/326 [==============================] - 0s 331us/step - loss: 0.1889 - accuracy: 0.9312
Epoch 83/100
326/326 [==============================] - 0s 331us/step - loss: 0.1888 - accuracy: 0.9313
Epoch 84/100
326/326 [==============================] - 0s 332us/step - loss: 0.1888 - accuracy: 0.9317
Epoch 85/100
326/326 [==============================] - 0s 329us/step - loss: 0.1889 - accuracy: 0.9317
Epoch 86/100
326/326 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9313
Epoch 87/100
326/326 [==============================] - 0s 332us/step - loss: 0.1889 - accuracy: 0.9307
Epoch 88/100
326/326 [==============================] - 0s 337us/step - loss: 0.1887 - accuracy: 0.9312
Epoch 89/100
326/326 [==============================] - 0s 330us/step - loss: 0.1887 - accuracy: 0.9317
Epoch 90/100
326/326 [==============================] - 0s 333us/step - loss: 0.1886 - accuracy: 0.9315
Epoch 91/100
326/326 [==============================] - 0s 333us/step - loss: 0.1884 - accuracy: 0.9308
Epoch 92/100
326/326 [==============================] - 0s 329us/step - loss: 0.1886 - accuracy: 0.9315
Epoch 93/100
326/326 [==============================] - 0s 332us/step - loss: 0.1885 - accuracy: 0.9313
Epoch 94/100
326/326 [==============================] - 0s 336us/step - loss: 0.1883 - accuracy: 0.9323
Epoch 95/100
326/326 [==============================] - 0s 335us/step - loss: 0.1884 - accuracy: 0.9315
Epoch 96/100
326/326 [==============================] - 0s 334us/step - loss: 0.1884 - accuracy: 0.9307
Epoch 97/100
326/326 [==============================] - 0s 334us/step - loss: 0.1882 - accuracy: 0.9318
Epoch 98/100
326/326 [==============================] - 0s 334us/step - loss: 0.1885 - accuracy: 0.9312
Epoch 99/100
326/326 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9309
Epoch 100/100
326/326 [==============================] - 0s 336us/step - loss: 0.1882 - accuracy: 0.9315
29/29 [==============================] - 0s 302us/step
Epoch 1/100
326/326 [==============================] - 0s 370us/step - loss: 0.4166 - accuracy: 0.9270
Epoch 2/100
326/326 [==============================] - 0s 339us/step - loss: 0.2095 - accuracy: 0.9291
Epoch 3/100
326/326 [==============================] - 0s 336us/step - loss: 0.2036 - accuracy: 0.9291
Epoch 4/100
326/326 [==============================] - 0s 338us/step - loss: 0.2015 - accuracy: 0.9291
Epoch 5/100
326/326 [==============================] - 0s 332us/step - loss: 0.2001 - accuracy: 0.9291
Epoch 6/100
326/326 [==============================] - 0s 338us/step - loss: 0.1993 - accuracy: 0.9291
Epoch 7/100
326/326 [==============================] - 0s 338us/step - loss: 0.1988 - accuracy: 0.9291
Epoch 8/100
326/326 [==============================] - 0s 336us/step - loss: 0.1983 - accuracy: 0.9291
Epoch 9/100
326/326 [==============================] - 0s 336us/step - loss: 0.1980 - accuracy: 0.9291
Epoch 10/100
326/326 [==============================] - 0s 336us/step - loss: 0.1978 - accuracy: 0.9291
Epoch 11/100
326/326 [==============================] - 0s 334us/step - loss: 0.1977 - accuracy: 0.9291
Epoch 12/100
326/326 [==============================] - 0s 335us/step - loss: 0.1976 - accuracy: 0.9291
Epoch 13/100
326/326 [==============================] - 0s 336us/step - loss: 0.1974 - accuracy: 0.9291
Epoch 14/100
326/326 [==============================] - 0s 334us/step - loss: 0.1973 - accuracy: 0.9291
Epoch 15/100
326/326 [==============================] - 0s 332us/step - loss: 0.1971 - accuracy: 0.9291
Epoch 16/100
326/326 [==============================] - 0s 333us/step - loss: 0.1969 - accuracy: 0.9291
Epoch 17/100
326/326 [==============================] - 0s 332us/step - loss: 0.1966 - accuracy: 0.9291
Epoch 18/100
326/326 [==============================] - 0s 334us/step - loss: 0.1968 - accuracy: 0.9291
Epoch 19/100
326/326 [==============================] - 0s 328us/step - loss: 0.1969 - accuracy: 0.9291
Epoch 20/100
326/326 [==============================] - 0s 329us/step - loss: 0.1967 - accuracy: 0.9291
Epoch 21/100
326/326 [==============================] - 0s 334us/step - loss: 0.1964 - accuracy: 0.9291
Epoch 22/100
326/326 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9291
Epoch 23/100
326/326 [==============================] - 0s 331us/step - loss: 0.1964 - accuracy: 0.9291
Epoch 24/100
326/326 [==============================] - 0s 331us/step - loss: 0.1964 - accuracy: 0.9291
Epoch 25/100
326/326 [==============================] - 0s 334us/step - loss: 0.1963 - accuracy: 0.9291
Epoch 26/100
326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9291
Epoch 27/100
326/326 [==============================] - 0s 333us/step - loss: 0.1961 - accuracy: 0.9291
Epoch 28/100
326/326 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9291
Epoch 29/100
326/326 [==============================] - 0s 336us/step - loss: 0.1959 - accuracy: 0.9291
Epoch 30/100
326/326 [==============================] - 0s 333us/step - loss: 0.1958 - accuracy: 0.9291
Epoch 31/100
326/326 [==============================] - 0s 335us/step - loss: 0.1959 - accuracy: 0.9291
Epoch 32/100
326/326 [==============================] - 0s 333us/step - loss: 0.1957 - accuracy: 0.9291
Epoch 33/100
326/326 [==============================] - 0s 335us/step - loss: 0.1956 - accuracy: 0.9291
Epoch 34/100
326/326 [==============================] - 0s 333us/step - loss: 0.1958 - accuracy: 0.9291
Epoch 35/100
326/326 [==============================] - 0s 337us/step - loss: 0.1958 - accuracy: 0.9291
Epoch 36/100
326/326 [==============================] - 0s 338us/step - loss: 0.1957 - accuracy: 0.9291
Epoch 37/100
326/326 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9291
Epoch 38/100
326/326 [==============================] - 0s 336us/step - loss: 0.1957 - accuracy: 0.9291
Epoch 39/100
326/326 [==============================] - 0s 331us/step - loss: 0.1956 - accuracy: 0.9291
Epoch 40/100
326/326 [==============================] - 0s 332us/step - loss: 0.1954 - accuracy: 0.9291
Epoch 41/100
326/326 [==============================] - 0s 336us/step - loss: 0.1954 - accuracy: 0.9291
Epoch 42/100
326/326 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9291
Epoch 43/100
326/326 [==============================] - 0s 334us/step - loss: 0.1953 - accuracy: 0.9291
Epoch 44/100
326/326 [==============================] - 0s 333us/step - loss: 0.1951 - accuracy: 0.9291
Epoch 45/100
326/326 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9291
Epoch 46/100
326/326 [==============================] - 0s 333us/step - loss: 0.1951 - accuracy: 0.9291
Epoch 47/100
326/326 [==============================] - 0s 335us/step - loss: 0.1951 - accuracy: 0.9291
Epoch 48/100
326/326 [==============================] - 0s 336us/step - loss: 0.1950 - accuracy: 0.9291
Epoch 49/100
326/326 [==============================] - 0s 339us/step - loss: 0.1949 - accuracy: 0.9291
Epoch 50/100
326/326 [==============================] - 0s 336us/step - loss: 0.1949 - accuracy: 0.9291
Epoch 51/100
326/326 [==============================] - 0s 336us/step - loss: 0.1950 - accuracy: 0.9291
Epoch 52/100
326/326 [==============================] - 0s 332us/step - loss: 0.1948 - accuracy: 0.9291
Epoch 53/100
326/326 [==============================] - 0s 336us/step - loss: 0.1948 - accuracy: 0.9291
Epoch 54/100
326/326 [==============================] - 0s 336us/step - loss: 0.1948 - accuracy: 0.9291
Epoch 55/100
326/326 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9294
Epoch 56/100
326/326 [==============================] - 0s 334us/step - loss: 0.1949 - accuracy: 0.9289
Epoch 57/100
326/326 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9289
Epoch 58/100
326/326 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9292
Epoch 59/100
326/326 [==============================] - 0s 337us/step - loss: 0.1944 - accuracy: 0.9288
Epoch 60/100
326/326 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9292
Epoch 61/100
326/326 [==============================] - 0s 337us/step - loss: 0.1944 - accuracy: 0.9288
Epoch 62/100
326/326 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9289
Epoch 63/100
326/326 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9291
Epoch 64/100
326/326 [==============================] - 0s 336us/step - loss: 0.1943 - accuracy: 0.9292
Epoch 65/100
326/326 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9294
Epoch 66/100
326/326 [==============================] - 0s 334us/step - loss: 0.1944 - accuracy: 0.9293
Epoch 67/100
326/326 [==============================] - 0s 336us/step - loss: 0.1942 - accuracy: 0.9294
Epoch 68/100
326/326 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9296
Epoch 69/100
326/326 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9294
Epoch 70/100
326/326 [==============================] - 0s 361us/step - loss: 0.1943 - accuracy: 0.9297
Epoch 71/100
326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9294
Epoch 72/100
326/326 [==============================] - 0s 335us/step - loss: 0.1941 - accuracy: 0.9296
Epoch 73/100
326/326 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9298
Epoch 74/100
326/326 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9294
Epoch 75/100
326/326 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9297
Epoch 76/100
326/326 [==============================] - 0s 336us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 77/100
326/326 [==============================] - 0s 331us/step - loss: 0.1936 - accuracy: 0.9297
Epoch 78/100
326/326 [==============================] - 0s 336us/step - loss: 0.1939 - accuracy: 0.9298
Epoch 79/100
326/326 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9293
Epoch 80/100
326/326 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9296
Epoch 81/100
326/326 [==============================] - 0s 335us/step - loss: 0.1937 - accuracy: 0.9298
Epoch 82/100
326/326 [==============================] - 0s 338us/step - loss: 0.1936 - accuracy: 0.9294
Epoch 83/100
326/326 [==============================] - 0s 338us/step - loss: 0.1937 - accuracy: 0.9299
Epoch 84/100
326/326 [==============================] - 0s 337us/step - loss: 0.1937 - accuracy: 0.9296
Epoch 85/100
326/326 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9297
Epoch 86/100
326/326 [==============================] - 0s 333us/step - loss: 0.1938 - accuracy: 0.9292
Epoch 87/100
326/326 [==============================] - 0s 338us/step - loss: 0.1938 - accuracy: 0.9296
Epoch 88/100
326/326 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9294
Epoch 89/100
326/326 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9297
Epoch 90/100
326/326 [==============================] - 0s 341us/step - loss: 0.1934 - accuracy: 0.9293
Epoch 91/100
326/326 [==============================] - 0s 335us/step - loss: 0.1930 - accuracy: 0.9292
Epoch 92/100
326/326 [==============================] - 0s 334us/step - loss: 0.1934 - accuracy: 0.9296
Epoch 93/100
326/326 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9294
Epoch 94/100
326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9294
Epoch 95/100
326/326 [==============================] - 0s 370us/step - loss: 0.1931 - accuracy: 0.9297
Epoch 96/100
326/326 [==============================] - 0s 383us/step - loss: 0.1935 - accuracy: 0.9293
Epoch 97/100
326/326 [==============================] - 0s 388us/step - loss: 0.1932 - accuracy: 0.9299
Epoch 98/100
326/326 [==============================] - 0s 373us/step - loss: 0.1931 - accuracy: 0.9293
Epoch 99/100
326/326 [==============================] - 0s 334us/step - loss: 0.1931 - accuracy: 0.9297
Epoch 100/100
326/326 [==============================] - 0s 336us/step - loss: 0.1932 - accuracy: 0.9296
29/29 [==============================] - 0s 304us/step
Epoch 1/100
326/326 [==============================] - 0s 368us/step - loss: 0.4160 - accuracy: 0.9288
Epoch 2/100
326/326 [==============================] - 0s 335us/step - loss: 0.2072 - accuracy: 0.9307
Epoch 3/100
326/326 [==============================] - 0s 332us/step - loss: 0.2005 - accuracy: 0.9307
Epoch 4/100
326/326 [==============================] - 0s 331us/step - loss: 0.1981 - accuracy: 0.9307
Epoch 5/100
326/326 [==============================] - 0s 328us/step - loss: 0.1969 - accuracy: 0.9307
Epoch 6/100
326/326 [==============================] - 0s 331us/step - loss: 0.1961 - accuracy: 0.9307
Epoch 7/100
326/326 [==============================] - 0s 329us/step - loss: 0.1956 - accuracy: 0.9307
Epoch 8/100
326/326 [==============================] - 0s 328us/step - loss: 0.1953 - accuracy: 0.9307
Epoch 9/100
326/326 [==============================] - 0s 329us/step - loss: 0.1950 - accuracy: 0.9307
Epoch 10/100
326/326 [==============================] - 0s 331us/step - loss: 0.1949 - accuracy: 0.9307
Epoch 11/100
326/326 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9307
Epoch 12/100
326/326 [==============================] - 0s 331us/step - loss: 0.1944 - accuracy: 0.9307
Epoch 13/100
326/326 [==============================] - 0s 329us/step - loss: 0.1940 - accuracy: 0.9307
Epoch 14/100
326/326 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9307
Epoch 15/100
326/326 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9307
Epoch 16/100
326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 17/100
326/326 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9307
Epoch 18/100
326/326 [==============================] - 0s 333us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 19/100
326/326 [==============================] - 0s 332us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 20/100
326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9307
Epoch 21/100
326/326 [==============================] - 0s 331us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 22/100
326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9307
Epoch 23/100
326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9307
Epoch 24/100
326/326 [==============================] - 0s 336us/step - loss: 0.1931 - accuracy: 0.9307
Epoch 25/100
326/326 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9307
Epoch 26/100
326/326 [==============================] - 0s 331us/step - loss: 0.1928 - accuracy: 0.9307
Epoch 27/100
326/326 [==============================] - 0s 335us/step - loss: 0.1928 - accuracy: 0.9307
Epoch 28/100
326/326 [==============================] - 0s 335us/step - loss: 0.1926 - accuracy: 0.9307
Epoch 29/100
326/326 [==============================] - 0s 334us/step - loss: 0.1925 - accuracy: 0.9307
Epoch 30/100
326/326 [==============================] - 0s 337us/step - loss: 0.1926 - accuracy: 0.9307
Epoch 31/100
326/326 [==============================] - 0s 331us/step - loss: 0.1924 - accuracy: 0.9307
Epoch 32/100
326/326 [==============================] - 0s 331us/step - loss: 0.1923 - accuracy: 0.9307
Epoch 33/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9307
Epoch 34/100
326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9307
Epoch 35/100
326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9307
Epoch 36/100
326/326 [==============================] - 0s 331us/step - loss: 0.1922 - accuracy: 0.9307
Epoch 37/100
326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9307
Epoch 38/100
326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9307
Epoch 39/100
326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9307
Epoch 40/100
326/326 [==============================] - 0s 339us/step - loss: 0.1919 - accuracy: 0.9307
Epoch 41/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9307
Epoch 42/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9307
Epoch 43/100
326/326 [==============================] - 0s 336us/step - loss: 0.1918 - accuracy: 0.9307
Epoch 44/100
326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9307
Epoch 45/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9307
Epoch 46/100
326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9307
Epoch 47/100
326/326 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9307
Epoch 48/100
326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9307
Epoch 49/100
326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9307
Epoch 50/100
326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9307
Epoch 51/100
326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9307
Epoch 52/100
326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9307
Epoch 53/100
326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9307
Epoch 54/100
326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9307
Epoch 55/100
326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9307
Epoch 56/100
326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9307
Epoch 57/100
326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9307
Epoch 58/100
326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9307
Epoch 59/100
326/326 [==============================] - 0s 332us/step - loss: 0.1911 - accuracy: 0.9307
Epoch 60/100
326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9307
Epoch 61/100
326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9307
Epoch 62/100
326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9307
Epoch 63/100
326/326 [==============================] - 0s 332us/step - loss: 0.1907 - accuracy: 0.9309
Epoch 64/100
326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9307
Epoch 65/100
326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9309
Epoch 66/100
326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9303
Epoch 67/100
326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9307
Epoch 68/100
326/326 [==============================] - 0s 334us/step - loss: 0.1909 - accuracy: 0.9307
Epoch 69/100
326/326 [==============================] - 0s 336us/step - loss: 0.1907 - accuracy: 0.9313
Epoch 70/100
326/326 [==============================] - 0s 327us/step - loss: 0.1906 - accuracy: 0.9309
Epoch 71/100
326/326 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9312
Epoch 72/100
326/326 [==============================] - 0s 328us/step - loss: 0.1906 - accuracy: 0.9314
Epoch 73/100
326/326 [==============================] - 0s 331us/step - loss: 0.1906 - accuracy: 0.9308
Epoch 74/100
326/326 [==============================] - 0s 333us/step - loss: 0.1904 - accuracy: 0.9313
Epoch 75/100
326/326 [==============================] - 0s 330us/step - loss: 0.1906 - accuracy: 0.9310
Epoch 76/100
326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9312
Epoch 77/100
326/326 [==============================] - 0s 330us/step - loss: 0.1907 - accuracy: 0.9312
Epoch 78/100
326/326 [==============================] - 0s 336us/step - loss: 0.1905 - accuracy: 0.9312
Epoch 79/100
326/326 [==============================] - 0s 331us/step - loss: 0.1905 - accuracy: 0.9310
Epoch 80/100
326/326 [==============================] - 0s 333us/step - loss: 0.1903 - accuracy: 0.9313
Epoch 81/100
326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9313
Epoch 82/100
326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9310
Epoch 83/100
326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9317
Epoch 84/100
326/326 [==============================] - 0s 330us/step - loss: 0.1904 - accuracy: 0.9308
Epoch 85/100
326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9313
Epoch 86/100
326/326 [==============================] - 0s 327us/step - loss: 0.1903 - accuracy: 0.9310
Epoch 87/100
326/326 [==============================] - 0s 330us/step - loss: 0.1905 - accuracy: 0.9313
Epoch 88/100
326/326 [==============================] - 0s 326us/step - loss: 0.1902 - accuracy: 0.9313
Epoch 89/100
326/326 [==============================] - 0s 328us/step - loss: 0.1904 - accuracy: 0.9315
Epoch 90/100
326/326 [==============================] - 0s 332us/step - loss: 0.1903 - accuracy: 0.9312
Epoch 91/100
326/326 [==============================] - 0s 331us/step - loss: 0.1903 - accuracy: 0.9314
Epoch 92/100
326/326 [==============================] - 0s 328us/step - loss: 0.1902 - accuracy: 0.9308
Epoch 93/100
326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9313
Epoch 94/100
326/326 [==============================] - 0s 329us/step - loss: 0.1903 - accuracy: 0.9314
Epoch 95/100
326/326 [==============================] - 0s 327us/step - loss: 0.1899 - accuracy: 0.9308
Epoch 96/100
326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9312
Epoch 97/100
326/326 [==============================] - 0s 328us/step - loss: 0.1901 - accuracy: 0.9314
Epoch 98/100
326/326 [==============================] - 0s 331us/step - loss: 0.1900 - accuracy: 0.9313
Epoch 99/100
326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9312
Epoch 100/100
326/326 [==============================] - 0s 329us/step - loss: 0.1902 - accuracy: 0.9319
29/29 [==============================] - 0s 304us/step
Epoch 1/100
326/326 [==============================] - 0s 365us/step - loss: 0.4122 - accuracy: 0.9289
Epoch 2/100
326/326 [==============================] - 0s 334us/step - loss: 0.2053 - accuracy: 0.9305
Epoch 3/100
326/326 [==============================] - 0s 336us/step - loss: 0.1991 - accuracy: 0.9305
Epoch 4/100
326/326 [==============================] - 0s 337us/step - loss: 0.1970 - accuracy: 0.9305
Epoch 5/100
326/326 [==============================] - 0s 339us/step - loss: 0.1955 - accuracy: 0.9305
Epoch 6/100
326/326 [==============================] - 0s 342us/step - loss: 0.1948 - accuracy: 0.9305
Epoch 7/100
326/326 [==============================] - 0s 336us/step - loss: 0.1944 - accuracy: 0.9305
Epoch 8/100
326/326 [==============================] - 0s 336us/step - loss: 0.1940 - accuracy: 0.9305
Epoch 9/100
326/326 [==============================] - 0s 339us/step - loss: 0.1938 - accuracy: 0.9305
Epoch 10/100
326/326 [==============================] - 0s 341us/step - loss: 0.1936 - accuracy: 0.9305
Epoch 11/100
326/326 [==============================] - 0s 340us/step - loss: 0.1933 - accuracy: 0.9305
Epoch 12/100
326/326 [==============================] - 0s 338us/step - loss: 0.1932 - accuracy: 0.9305
Epoch 13/100
326/326 [==============================] - 0s 338us/step - loss: 0.1928 - accuracy: 0.9305
Epoch 14/100
326/326 [==============================] - 0s 336us/step - loss: 0.1926 - accuracy: 0.9305
Epoch 15/100
326/326 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9305
Epoch 16/100
326/326 [==============================] - 0s 339us/step - loss: 0.1924 - accuracy: 0.9305
Epoch 17/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9305
Epoch 18/100
326/326 [==============================] - 0s 338us/step - loss: 0.1923 - accuracy: 0.9305
Epoch 19/100
326/326 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9305
Epoch 20/100
326/326 [==============================] - 0s 337us/step - loss: 0.1917 - accuracy: 0.9305
Epoch 21/100
326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9305
Epoch 22/100
326/326 [==============================] - 0s 336us/step - loss: 0.1916 - accuracy: 0.9305
Epoch 23/100
326/326 [==============================] - 0s 338us/step - loss: 0.1914 - accuracy: 0.9305
Epoch 24/100
326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9305
Epoch 25/100
326/326 [==============================] - 0s 354us/step - loss: 0.1914 - accuracy: 0.9305
Epoch 26/100
326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9305
Epoch 27/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9305
Epoch 28/100
326/326 [==============================] - 0s 341us/step - loss: 0.1911 - accuracy: 0.9305
Epoch 29/100
326/326 [==============================] - 0s 374us/step - loss: 0.1908 - accuracy: 0.9305
Epoch 30/100
326/326 [==============================] - 0s 339us/step - loss: 0.1910 - accuracy: 0.9305
Epoch 31/100
326/326 [==============================] - 0s 334us/step - loss: 0.1908 - accuracy: 0.9305
Epoch 32/100
326/326 [==============================] - 0s 333us/step - loss: 0.1906 - accuracy: 0.9305
Epoch 33/100
326/326 [==============================] - 0s 348us/step - loss: 0.1904 - accuracy: 0.9304
Epoch 34/100
326/326 [==============================] - 0s 352us/step - loss: 0.1906 - accuracy: 0.9303
Epoch 35/100
326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9304
Epoch 36/100
326/326 [==============================] - 0s 366us/step - loss: 0.1903 - accuracy: 0.9305
Epoch 37/100
326/326 [==============================] - 0s 378us/step - loss: 0.1904 - accuracy: 0.9309
Epoch 38/100
326/326 [==============================] - 0s 377us/step - loss: 0.1902 - accuracy: 0.9308
Epoch 39/100
326/326 [==============================] - 0s 372us/step - loss: 0.1901 - accuracy: 0.9307
Epoch 40/100
326/326 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9307
Epoch 41/100
326/326 [==============================] - 0s 339us/step - loss: 0.1901 - accuracy: 0.9305
Epoch 42/100
326/326 [==============================] - 0s 337us/step - loss: 0.1899 - accuracy: 0.9310
Epoch 43/100
326/326 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9310
Epoch 44/100
326/326 [==============================] - 0s 337us/step - loss: 0.1900 - accuracy: 0.9308
Epoch 45/100
326/326 [==============================] - 0s 338us/step - loss: 0.1897 - accuracy: 0.9310
Epoch 46/100
326/326 [==============================] - 0s 341us/step - loss: 0.1897 - accuracy: 0.9310
Epoch 47/100
326/326 [==============================] - 0s 340us/step - loss: 0.1896 - accuracy: 0.9309
Epoch 48/100
326/326 [==============================] - 0s 336us/step - loss: 0.1895 - accuracy: 0.9310
Epoch 49/100
326/326 [==============================] - 0s 330us/step - loss: 0.1896 - accuracy: 0.9314
Epoch 50/100
326/326 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9312
Epoch 51/100
326/326 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9313
Epoch 52/100
326/326 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9309
Epoch 53/100
326/326 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9317
Epoch 54/100
326/326 [==============================] - 0s 332us/step - loss: 0.1891 - accuracy: 0.9320
Epoch 55/100
326/326 [==============================] - 0s 337us/step - loss: 0.1890 - accuracy: 0.9318
Epoch 56/100
326/326 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9321
Epoch 57/100
326/326 [==============================] - 0s 333us/step - loss: 0.1888 - accuracy: 0.9319
Epoch 58/100
326/326 [==============================] - 0s 335us/step - loss: 0.1888 - accuracy: 0.9319
Epoch 59/100
326/326 [==============================] - 0s 337us/step - loss: 0.1887 - accuracy: 0.9317
Epoch 60/100
326/326 [==============================] - 0s 335us/step - loss: 0.1887 - accuracy: 0.9313
Epoch 61/100
326/326 [==============================] - 0s 338us/step - loss: 0.1888 - accuracy: 0.9324
Epoch 62/100
326/326 [==============================] - 0s 335us/step - loss: 0.1886 - accuracy: 0.9318
Epoch 63/100
326/326 [==============================] - 0s 330us/step - loss: 0.1885 - accuracy: 0.9321
Epoch 64/100
326/326 [==============================] - 0s 338us/step - loss: 0.1886 - accuracy: 0.9325
Epoch 65/100
326/326 [==============================] - 0s 354us/step - loss: 0.1886 - accuracy: 0.9321
Epoch 66/100
326/326 [==============================] - 0s 338us/step - loss: 0.1884 - accuracy: 0.9323
Epoch 67/100
326/326 [==============================] - 0s 337us/step - loss: 0.1883 - accuracy: 0.9321
Epoch 68/100
326/326 [==============================] - 0s 337us/step - loss: 0.1882 - accuracy: 0.9314
Epoch 69/100
326/326 [==============================] - 0s 336us/step - loss: 0.1884 - accuracy: 0.9320
Epoch 70/100
326/326 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9324
Epoch 71/100
326/326 [==============================] - 0s 333us/step - loss: 0.1882 - accuracy: 0.9321
Epoch 72/100
326/326 [==============================] - 0s 334us/step - loss: 0.1883 - accuracy: 0.9323
Epoch 73/100
326/326 [==============================] - 0s 334us/step - loss: 0.1881 - accuracy: 0.9325
Epoch 74/100
326/326 [==============================] - 0s 336us/step - loss: 0.1881 - accuracy: 0.9323
Epoch 75/100
326/326 [==============================] - 0s 339us/step - loss: 0.1878 - accuracy: 0.9329
Epoch 76/100
326/326 [==============================] - 0s 337us/step - loss: 0.1878 - accuracy: 0.9325
Epoch 77/100
326/326 [==============================] - 0s 337us/step - loss: 0.1882 - accuracy: 0.9317
Epoch 78/100
326/326 [==============================] - 0s 336us/step - loss: 0.1878 - accuracy: 0.9320
Epoch 79/100
326/326 [==============================] - 0s 338us/step - loss: 0.1876 - accuracy: 0.9324
Epoch 80/100
326/326 [==============================] - 0s 341us/step - loss: 0.1880 - accuracy: 0.9320
Epoch 81/100
326/326 [==============================] - 0s 332us/step - loss: 0.1879 - accuracy: 0.9320
Epoch 82/100
326/326 [==============================] - 0s 338us/step - loss: 0.1877 - accuracy: 0.9321
Epoch 83/100
326/326 [==============================] - 0s 336us/step - loss: 0.1878 - accuracy: 0.9318
Epoch 84/100
326/326 [==============================] - 0s 339us/step - loss: 0.1876 - accuracy: 0.9326
Epoch 85/100
326/326 [==============================] - 0s 337us/step - loss: 0.1877 - accuracy: 0.9328
Epoch 86/100
326/326 [==============================] - 0s 336us/step - loss: 0.1872 - accuracy: 0.9324
Epoch 87/100
326/326 [==============================] - 0s 348us/step - loss: 0.1876 - accuracy: 0.9323
Epoch 88/100
326/326 [==============================] - 0s 345us/step - loss: 0.1876 - accuracy: 0.9329
Epoch 89/100
326/326 [==============================] - 0s 336us/step - loss: 0.1874 - accuracy: 0.9328
Epoch 90/100
326/326 [==============================] - 0s 338us/step - loss: 0.1871 - accuracy: 0.9323
Epoch 91/100
326/326 [==============================] - 0s 332us/step - loss: 0.1873 - accuracy: 0.9314
Epoch 92/100
326/326 [==============================] - 0s 376us/step - loss: 0.1874 - accuracy: 0.9325
Epoch 93/100
326/326 [==============================] - 0s 337us/step - loss: 0.1875 - accuracy: 0.9317
Epoch 94/100
326/326 [==============================] - 0s 335us/step - loss: 0.1874 - accuracy: 0.9325
Epoch 95/100
326/326 [==============================] - 0s 338us/step - loss: 0.1870 - accuracy: 0.9324
Epoch 96/100
326/326 [==============================] - 0s 340us/step - loss: 0.1870 - accuracy: 0.9330
Epoch 97/100
326/326 [==============================] - 0s 342us/step - loss: 0.1871 - accuracy: 0.9326
Epoch 98/100
326/326 [==============================] - 0s 341us/step - loss: 0.1869 - accuracy: 0.9319
Epoch 99/100
326/326 [==============================] - 0s 354us/step - loss: 0.1870 - accuracy: 0.9328
Epoch 100/100
326/326 [==============================] - 0s 338us/step - loss: 0.1871 - accuracy: 0.9324
29/29 [==============================] - 0s 311us/step
Epoch 1/100
326/326 [==============================] - 0s 381us/step - loss: 0.4058 - accuracy: 0.9274
Epoch 2/100
326/326 [==============================] - 0s 349us/step - loss: 0.2060 - accuracy: 0.9301
Epoch 3/100
326/326 [==============================] - 0s 340us/step - loss: 0.2004 - accuracy: 0.9301
Epoch 4/100
326/326 [==============================] - 0s 335us/step - loss: 0.1979 - accuracy: 0.9301
Epoch 5/100
326/326 [==============================] - 0s 334us/step - loss: 0.1964 - accuracy: 0.9301
Epoch 6/100
326/326 [==============================] - 0s 334us/step - loss: 0.1953 - accuracy: 0.9301
Epoch 7/100
326/326 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9301
Epoch 8/100
326/326 [==============================] - 0s 334us/step - loss: 0.1943 - accuracy: 0.9301
Epoch 9/100
326/326 [==============================] - 0s 336us/step - loss: 0.1938 - accuracy: 0.9301
Epoch 10/100
326/326 [==============================] - 0s 338us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 11/100
326/326 [==============================] - 0s 336us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 12/100
326/326 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9301
Epoch 13/100
326/326 [==============================] - 0s 334us/step - loss: 0.1929 - accuracy: 0.9301
Epoch 14/100
326/326 [==============================] - 0s 341us/step - loss: 0.1929 - accuracy: 0.9301
Epoch 15/100
326/326 [==============================] - 0s 338us/step - loss: 0.1927 - accuracy: 0.9301
Epoch 16/100
326/326 [==============================] - 0s 333us/step - loss: 0.1928 - accuracy: 0.9301
Epoch 17/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9301
Epoch 18/100
326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9301
Epoch 19/100
326/326 [==============================] - 0s 335us/step - loss: 0.1924 - accuracy: 0.9301
Epoch 20/100
326/326 [==============================] - 0s 334us/step - loss: 0.1922 - accuracy: 0.9301
Epoch 21/100
326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9301
Epoch 22/100
326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9301
Epoch 23/100
326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9301
Epoch 24/100
326/326 [==============================] - 0s 338us/step - loss: 0.1919 - accuracy: 0.9301
Epoch 25/100
326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9301
Epoch 26/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9301
Epoch 27/100
326/326 [==============================] - 0s 329us/step - loss: 0.1921 - accuracy: 0.9301
Epoch 28/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9301
Epoch 29/100
326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9301
Epoch 30/100
326/326 [==============================] - 0s 329us/step - loss: 0.1918 - accuracy: 0.9301
Epoch 31/100
326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9301
Epoch 32/100
326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9301
Epoch 33/100
326/326 [==============================] - 0s 331us/step - loss: 0.1917 - accuracy: 0.9301
Epoch 34/100
326/326 [==============================] - 0s 328us/step - loss: 0.1916 - accuracy: 0.9301
Epoch 35/100
326/326 [==============================] - 0s 336us/step - loss: 0.1917 - accuracy: 0.9301
Epoch 36/100
326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9301
Epoch 37/100
326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9301
Epoch 38/100
326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9301
Epoch 39/100
326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9301
Epoch 40/100
326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9301
Epoch 41/100
326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9301
Epoch 42/100
326/326 [==============================] - 0s 330us/step - loss: 0.1914 - accuracy: 0.9301
Epoch 43/100
326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9301
Epoch 44/100
326/326 [==============================] - 0s 331us/step - loss: 0.1913 - accuracy: 0.9301
Epoch 45/100
326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9301
Epoch 46/100
326/326 [==============================] - 0s 328us/step - loss: 0.1911 - accuracy: 0.9301
Epoch 47/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9301
Epoch 48/100
326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9301
Epoch 49/100
326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9301
Epoch 50/100
326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9301
Epoch 51/100
326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9301
Epoch 52/100
326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9301
Epoch 53/100
326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9301
Epoch 54/100
326/326 [==============================] - 0s 329us/step - loss: 0.1909 - accuracy: 0.9301
Epoch 55/100
326/326 [==============================] - 0s 334us/step - loss: 0.1907 - accuracy: 0.9301
Epoch 56/100
326/326 [==============================] - 0s 333us/step - loss: 0.1905 - accuracy: 0.9301
Epoch 57/100
326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9301
Epoch 58/100
326/326 [==============================] - 0s 329us/step - loss: 0.1904 - accuracy: 0.9301
Epoch 59/100
326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9301
Epoch 60/100
326/326 [==============================] - 0s 335us/step - loss: 0.1902 - accuracy: 0.9301
Epoch 61/100
326/326 [==============================] - 0s 334us/step - loss: 0.1904 - accuracy: 0.9301
Epoch 62/100
326/326 [==============================] - 0s 335us/step - loss: 0.1904 - accuracy: 0.9301
Epoch 63/100
326/326 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9301
Epoch 64/100
326/326 [==============================] - 0s 331us/step - loss: 0.1902 - accuracy: 0.9301
Epoch 65/100
326/326 [==============================] - 0s 373us/step - loss: 0.1902 - accuracy: 0.9299
Epoch 66/100
326/326 [==============================] - 0s 358us/step - loss: 0.1900 - accuracy: 0.9299
Epoch 67/100
326/326 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9307
Epoch 68/100
326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9302
Epoch 69/100
326/326 [==============================] - 0s 332us/step - loss: 0.1899 - accuracy: 0.9303
Epoch 70/100
326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9301
Epoch 71/100
326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9303
Epoch 72/100
326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9301
Epoch 73/100
326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9298
Epoch 74/100
326/326 [==============================] - 0s 331us/step - loss: 0.1898 - accuracy: 0.9303
Epoch 75/100
326/326 [==============================] - 0s 335us/step - loss: 0.1896 - accuracy: 0.9302
Epoch 76/100
326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9302
Epoch 77/100
326/326 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9307
Epoch 78/100
326/326 [==============================] - 0s 352us/step - loss: 0.1897 - accuracy: 0.9301
Epoch 79/100
326/326 [==============================] - 0s 334us/step - loss: 0.1898 - accuracy: 0.9302
Epoch 80/100
326/326 [==============================] - 0s 343us/step - loss: 0.1898 - accuracy: 0.9303
Epoch 81/100
326/326 [==============================] - 0s 376us/step - loss: 0.1893 - accuracy: 0.9305
Epoch 82/100
326/326 [==============================] - 0s 365us/step - loss: 0.1896 - accuracy: 0.9303
Epoch 83/100
326/326 [==============================] - 0s 343us/step - loss: 0.1895 - accuracy: 0.9303
Epoch 84/100
326/326 [==============================] - 0s 353us/step - loss: 0.1895 - accuracy: 0.9303
Epoch 85/100
326/326 [==============================] - 0s 337us/step - loss: 0.1895 - accuracy: 0.9307
Epoch 86/100
326/326 [==============================] - 0s 330us/step - loss: 0.1895 - accuracy: 0.9299
Epoch 87/100
326/326 [==============================] - 0s 335us/step - loss: 0.1894 - accuracy: 0.9302
Epoch 88/100
326/326 [==============================] - 0s 333us/step - loss: 0.1894 - accuracy: 0.9302
Epoch 89/100
326/326 [==============================] - 0s 334us/step - loss: 0.1892 - accuracy: 0.9297
Epoch 90/100
326/326 [==============================] - 0s 334us/step - loss: 0.1894 - accuracy: 0.9303
Epoch 91/100
326/326 [==============================] - 0s 335us/step - loss: 0.1891 - accuracy: 0.9305
Epoch 92/100
326/326 [==============================] - 0s 334us/step - loss: 0.1893 - accuracy: 0.9307
Epoch 93/100
326/326 [==============================] - 0s 336us/step - loss: 0.1893 - accuracy: 0.9302
Epoch 94/100
326/326 [==============================] - 0s 332us/step - loss: 0.1892 - accuracy: 0.9304
Epoch 95/100
326/326 [==============================] - 0s 333us/step - loss: 0.1891 - accuracy: 0.9302
Epoch 96/100
326/326 [==============================] - 0s 334us/step - loss: 0.1890 - accuracy: 0.9298
Epoch 97/100
326/326 [==============================] - 0s 333us/step - loss: 0.1892 - accuracy: 0.9304
Epoch 98/100
326/326 [==============================] - 0s 335us/step - loss: 0.1890 - accuracy: 0.9298
Epoch 99/100
326/326 [==============================] - 0s 336us/step - loss: 0.1890 - accuracy: 0.9305
Epoch 100/100
326/326 [==============================] - 0s 335us/step - loss: 0.1891 - accuracy: 0.9305
29/29 [==============================] - 0s 301us/step
Epoch 1/100
326/326 [==============================] - 0s 365us/step - loss: 0.3838 - accuracy: 0.9308
Epoch 2/100
326/326 [==============================] - 0s 338us/step - loss: 0.2023 - accuracy: 0.9308
Epoch 3/100
326/326 [==============================] - 0s 336us/step - loss: 0.1987 - accuracy: 0.9308
Epoch 4/100
326/326 [==============================] - 0s 332us/step - loss: 0.1972 - accuracy: 0.9308
Epoch 5/100
326/326 [==============================] - 0s 334us/step - loss: 0.1964 - accuracy: 0.9308
Epoch 6/100
326/326 [==============================] - 0s 331us/step - loss: 0.1960 - accuracy: 0.9308
Epoch 7/100
326/326 [==============================] - 0s 334us/step - loss: 0.1957 - accuracy: 0.9308
Epoch 8/100
326/326 [==============================] - 0s 330us/step - loss: 0.1951 - accuracy: 0.9308
Epoch 9/100
326/326 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9308
Epoch 10/100
326/326 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9308
Epoch 11/100
326/326 [==============================] - 0s 330us/step - loss: 0.1942 - accuracy: 0.9308
Epoch 12/100
326/326 [==============================] - 0s 331us/step - loss: 0.1942 - accuracy: 0.9308
Epoch 13/100
326/326 [==============================] - 0s 333us/step - loss: 0.1941 - accuracy: 0.9308
Epoch 14/100
326/326 [==============================] - 0s 331us/step - loss: 0.1940 - accuracy: 0.9308
Epoch 15/100
326/326 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9308
Epoch 16/100
326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9308
Epoch 17/100
326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9308
Epoch 18/100
326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9308
Epoch 19/100
326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9308
Epoch 20/100
326/326 [==============================] - 0s 329us/step - loss: 0.1934 - accuracy: 0.9308
Epoch 21/100
326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9308
Epoch 22/100
326/326 [==============================] - 0s 329us/step - loss: 0.1932 - accuracy: 0.9308
Epoch 23/100
326/326 [==============================] - 0s 327us/step - loss: 0.1931 - accuracy: 0.9308
Epoch 24/100
326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9308
Epoch 25/100
326/326 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9308
Epoch 26/100
326/326 [==============================] - 0s 331us/step - loss: 0.1929 - accuracy: 0.9308
Epoch 27/100
326/326 [==============================] - 0s 330us/step - loss: 0.1926 - accuracy: 0.9308
Epoch 28/100
326/326 [==============================] - 0s 333us/step - loss: 0.1925 - accuracy: 0.9308
Epoch 29/100
326/326 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9308
Epoch 30/100
326/326 [==============================] - 0s 330us/step - loss: 0.1925 - accuracy: 0.9308
Epoch 31/100
326/326 [==============================] - 0s 335us/step - loss: 0.1923 - accuracy: 0.9308
Epoch 32/100
326/326 [==============================] - 0s 336us/step - loss: 0.1922 - accuracy: 0.9308
Epoch 33/100
326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9308
Epoch 34/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9308
Epoch 35/100
326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9308
Epoch 36/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9308
Epoch 37/100
326/326 [==============================] - 0s 332us/step - loss: 0.1923 - accuracy: 0.9308
Epoch 38/100
326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9308
Epoch 39/100
326/326 [==============================] - 0s 331us/step - loss: 0.1921 - accuracy: 0.9308
Epoch 40/100
326/326 [==============================] - 0s 390us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 41/100
326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 42/100
326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9308
Epoch 43/100
326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 44/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9308
Epoch 45/100
326/326 [==============================] - 0s 334us/step - loss: 0.1917 - accuracy: 0.9308
Epoch 46/100
326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 47/100
326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9308
Epoch 48/100
326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9308
Epoch 49/100
326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 50/100
326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 51/100
326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9308
Epoch 52/100
326/326 [==============================] - 0s 331us/step - loss: 0.1914 - accuracy: 0.9308
Epoch 53/100
326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9308
Epoch 54/100
326/326 [==============================] - 0s 333us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 55/100
326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 56/100
326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 57/100
326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 58/100
326/326 [==============================] - 0s 336us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 59/100
326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 60/100
326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9308
Epoch 61/100
326/326 [==============================] - 0s 334us/step - loss: 0.1914 - accuracy: 0.9308
Epoch 62/100
326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9308
Epoch 63/100
326/326 [==============================] - 0s 335us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 64/100
326/326 [==============================] - 0s 333us/step - loss: 0.1915 - accuracy: 0.9308
Epoch 65/100
326/326 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9308
Epoch 66/100
326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9308
Epoch 67/100
326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 68/100
326/326 [==============================] - 0s 333us/step - loss: 0.1912 - accuracy: 0.9308
Epoch 69/100
326/326 [==============================] - 0s 333us/step - loss: 0.1910 - accuracy: 0.9310
Epoch 70/100
326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9308
Epoch 71/100
326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9307
Epoch 72/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9309
Epoch 73/100
326/326 [==============================] - 0s 332us/step - loss: 0.1912 - accuracy: 0.9307
Epoch 74/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9308
Epoch 75/100
326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9312
Epoch 76/100
326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9313
Epoch 77/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9314
Epoch 78/100
326/326 [==============================] - 0s 337us/step - loss: 0.1912 - accuracy: 0.9315
Epoch 79/100
326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9313
Epoch 80/100
326/326 [==============================] - 0s 335us/step - loss: 0.1908 - accuracy: 0.9314
Epoch 81/100
326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9310
Epoch 82/100
326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9314
Epoch 83/100
326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9315
Epoch 84/100
326/326 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9313
Epoch 85/100
326/326 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9317
Epoch 86/100
326/326 [==============================] - 0s 330us/step - loss: 0.1911 - accuracy: 0.9315
Epoch 87/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9314
Epoch 88/100
326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9317
Epoch 89/100
326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9317
Epoch 90/100
326/326 [==============================] - 0s 333us/step - loss: 0.1908 - accuracy: 0.9314
Epoch 91/100
326/326 [==============================] - 0s 331us/step - loss: 0.1908 - accuracy: 0.9317
Epoch 92/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9319
Epoch 93/100
326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9317
Epoch 94/100
326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9314
Epoch 95/100
326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9314
Epoch 96/100
326/326 [==============================] - 0s 329us/step - loss: 0.1910 - accuracy: 0.9319
Epoch 97/100
326/326 [==============================] - 0s 330us/step - loss: 0.1910 - accuracy: 0.9319
Epoch 98/100
326/326 [==============================] - 0s 331us/step - loss: 0.1910 - accuracy: 0.9313
Epoch 99/100
326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9318
Epoch 100/100
326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9319
29/29 [==============================] - 0s 297us/step
Epoch 1/100
326/326 [==============================] - 0s 363us/step - loss: 0.4198 - accuracy: 0.9282
Epoch 2/100
326/326 [==============================] - 0s 330us/step - loss: 0.2092 - accuracy: 0.9296
Epoch 3/100
326/326 [==============================] - 0s 329us/step - loss: 0.2026 - accuracy: 0.9296
Epoch 4/100
326/326 [==============================] - 0s 327us/step - loss: 0.2003 - accuracy: 0.9296
Epoch 5/100
326/326 [==============================] - 0s 329us/step - loss: 0.1992 - accuracy: 0.9296
Epoch 6/100
326/326 [==============================] - 0s 328us/step - loss: 0.1986 - accuracy: 0.9296
Epoch 7/100
326/326 [==============================] - 0s 328us/step - loss: 0.1980 - accuracy: 0.9296
Epoch 8/100
326/326 [==============================] - 0s 331us/step - loss: 0.1976 - accuracy: 0.9296
Epoch 9/100
326/326 [==============================] - 0s 330us/step - loss: 0.1972 - accuracy: 0.9296
Epoch 10/100
326/326 [==============================] - 0s 329us/step - loss: 0.1970 - accuracy: 0.9296
Epoch 11/100
326/326 [==============================] - 0s 332us/step - loss: 0.1967 - accuracy: 0.9296
Epoch 12/100
326/326 [==============================] - 0s 333us/step - loss: 0.1964 - accuracy: 0.9296
Epoch 13/100
326/326 [==============================] - 0s 329us/step - loss: 0.1963 - accuracy: 0.9296
Epoch 14/100
326/326 [==============================] - 0s 332us/step - loss: 0.1961 - accuracy: 0.9296
Epoch 15/100
326/326 [==============================] - 0s 329us/step - loss: 0.1961 - accuracy: 0.9296
Epoch 16/100
326/326 [==============================] - 0s 330us/step - loss: 0.1959 - accuracy: 0.9296
Epoch 17/100
326/326 [==============================] - 0s 327us/step - loss: 0.1957 - accuracy: 0.9296
Epoch 18/100
326/326 [==============================] - 0s 332us/step - loss: 0.1957 - accuracy: 0.9296
Epoch 19/100
326/326 [==============================] - 0s 328us/step - loss: 0.1956 - accuracy: 0.9296
Epoch 20/100
326/326 [==============================] - 0s 367us/step - loss: 0.1955 - accuracy: 0.9296
Epoch 21/100
326/326 [==============================] - 0s 381us/step - loss: 0.1954 - accuracy: 0.9296
Epoch 22/100
326/326 [==============================] - 0s 388us/step - loss: 0.1953 - accuracy: 0.9296
Epoch 23/100
326/326 [==============================] - 0s 359us/step - loss: 0.1951 - accuracy: 0.9296
Epoch 24/100
326/326 [==============================] - 0s 331us/step - loss: 0.1951 - accuracy: 0.9296
Epoch 25/100
326/326 [==============================] - 0s 333us/step - loss: 0.1951 - accuracy: 0.9296
Epoch 26/100
326/326 [==============================] - 0s 335us/step - loss: 0.1949 - accuracy: 0.9296
Epoch 27/100
326/326 [==============================] - 0s 330us/step - loss: 0.1950 - accuracy: 0.9296
Epoch 28/100
326/326 [==============================] - 0s 334us/step - loss: 0.1948 - accuracy: 0.9296
Epoch 29/100
326/326 [==============================] - 0s 331us/step - loss: 0.1948 - accuracy: 0.9296
Epoch 30/100
326/326 [==============================] - 0s 334us/step - loss: 0.1947 - accuracy: 0.9296
Epoch 31/100
326/326 [==============================] - 0s 330us/step - loss: 0.1947 - accuracy: 0.9296
Epoch 32/100
326/326 [==============================] - 0s 332us/step - loss: 0.1947 - accuracy: 0.9296
Epoch 33/100
326/326 [==============================] - 0s 330us/step - loss: 0.1945 - accuracy: 0.9296
Epoch 34/100
326/326 [==============================] - 0s 336us/step - loss: 0.1945 - accuracy: 0.9296
Epoch 35/100
326/326 [==============================] - 0s 333us/step - loss: 0.1943 - accuracy: 0.9296
Epoch 36/100
326/326 [==============================] - 0s 335us/step - loss: 0.1943 - accuracy: 0.9296
Epoch 37/100
326/326 [==============================] - 0s 332us/step - loss: 0.1944 - accuracy: 0.9296
Epoch 38/100
326/326 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9296
Epoch 39/100
326/326 [==============================] - 0s 333us/step - loss: 0.1944 - accuracy: 0.9296
Epoch 40/100
326/326 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9296
Epoch 41/100
326/326 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9296
Epoch 42/100
326/326 [==============================] - 0s 328us/step - loss: 0.1942 - accuracy: 0.9296
Epoch 43/100
326/326 [==============================] - 0s 330us/step - loss: 0.1941 - accuracy: 0.9296
Epoch 44/100
326/326 [==============================] - 0s 334us/step - loss: 0.1942 - accuracy: 0.9296
Epoch 45/100
326/326 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9296
Epoch 46/100
326/326 [==============================] - 0s 339us/step - loss: 0.1941 - accuracy: 0.9296
Epoch 47/100
326/326 [==============================] - 0s 336us/step - loss: 0.1943 - accuracy: 0.9296
Epoch 48/100
326/326 [==============================] - 0s 338us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 49/100
326/326 [==============================] - 0s 336us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 50/100
326/326 [==============================] - 0s 332us/step - loss: 0.1940 - accuracy: 0.9296
Epoch 51/100
326/326 [==============================] - 0s 332us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 52/100
326/326 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 53/100
326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9296
Epoch 54/100
326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 55/100
326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 56/100
326/326 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 57/100
326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9296
Epoch 58/100
326/326 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 59/100
326/326 [==============================] - 0s 335us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 60/100
326/326 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9296
Epoch 61/100
326/326 [==============================] - 0s 326us/step - loss: 0.1936 - accuracy: 0.9296
Epoch 62/100
326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9296
Epoch 63/100
326/326 [==============================] - 0s 327us/step - loss: 0.1938 - accuracy: 0.9296
Epoch 64/100
326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9296
Epoch 65/100
326/326 [==============================] - 0s 331us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 66/100
326/326 [==============================] - 0s 332us/step - loss: 0.1938 - accuracy: 0.9296
Epoch 67/100
326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9296
Epoch 68/100
326/326 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9298
Epoch 69/100
326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9297
Epoch 70/100
326/326 [==============================] - 0s 325us/step - loss: 0.1937 - accuracy: 0.9293
Epoch 71/100
326/326 [==============================] - 0s 329us/step - loss: 0.1938 - accuracy: 0.9294
Epoch 72/100
326/326 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9298
Epoch 73/100
326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9297
Epoch 74/100
326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9297
Epoch 75/100
326/326 [==============================] - 0s 327us/step - loss: 0.1937 - accuracy: 0.9294
Epoch 76/100
326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9297
Epoch 77/100
326/326 [==============================] - 0s 328us/step - loss: 0.1937 - accuracy: 0.9297
Epoch 78/100
326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9299
Epoch 79/100
326/326 [==============================] - 0s 330us/step - loss: 0.1936 - accuracy: 0.9293
Epoch 80/100
326/326 [==============================] - 0s 328us/step - loss: 0.1936 - accuracy: 0.9298
Epoch 81/100
326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9299
Epoch 82/100
326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9298
Epoch 83/100
326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9297
Epoch 84/100
326/326 [==============================] - 0s 338us/step - loss: 0.1936 - accuracy: 0.9297
Epoch 85/100
326/326 [==============================] - 0s 330us/step - loss: 0.1933 - accuracy: 0.9301
Epoch 86/100
326/326 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9297
Epoch 87/100
326/326 [==============================] - 0s 330us/step - loss: 0.1931 - accuracy: 0.9298
Epoch 88/100
326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9297
Epoch 89/100
326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9298
Epoch 90/100
326/326 [==============================] - 0s 332us/step - loss: 0.1934 - accuracy: 0.9297
Epoch 91/100
326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9298
Epoch 92/100
326/326 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9298
Epoch 93/100
326/326 [==============================] - 0s 331us/step - loss: 0.1934 - accuracy: 0.9296
Epoch 94/100
326/326 [==============================] - 0s 324us/step - loss: 0.1934 - accuracy: 0.9299
Epoch 95/100
326/326 [==============================] - 0s 329us/step - loss: 0.1935 - accuracy: 0.9298
Epoch 96/100
326/326 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9298
Epoch 97/100
326/326 [==============================] - 0s 332us/step - loss: 0.1933 - accuracy: 0.9293
Epoch 98/100
326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9296
Epoch 99/100
326/326 [==============================] - 0s 330us/step - loss: 0.1935 - accuracy: 0.9298
Epoch 100/100
326/326 [==============================] - 0s 332us/step - loss: 0.1932 - accuracy: 0.9298
29/29 [==============================] - 0s 309us/step
Epoch 1/100
326/326 [==============================] - 0s 366us/step - loss: 0.4143 - accuracy: 0.9283
Epoch 2/100
326/326 [==============================] - 0s 327us/step - loss: 0.2095 - accuracy: 0.9294
Epoch 3/100
326/326 [==============================] - 0s 333us/step - loss: 0.2032 - accuracy: 0.9294
Epoch 4/100
326/326 [==============================] - 0s 330us/step - loss: 0.2010 - accuracy: 0.9294
Epoch 5/100
326/326 [==============================] - 0s 333us/step - loss: 0.2000 - accuracy: 0.9294
Epoch 6/100
326/326 [==============================] - 0s 333us/step - loss: 0.1994 - accuracy: 0.9294
Epoch 7/100
326/326 [==============================] - 0s 330us/step - loss: 0.1989 - accuracy: 0.9294
Epoch 8/100
326/326 [==============================] - 0s 329us/step - loss: 0.1984 - accuracy: 0.9294
Epoch 9/100
326/326 [==============================] - 0s 332us/step - loss: 0.1981 - accuracy: 0.9294
Epoch 10/100
326/326 [==============================] - 0s 332us/step - loss: 0.1980 - accuracy: 0.9294
Epoch 11/100
326/326 [==============================] - 0s 330us/step - loss: 0.1976 - accuracy: 0.9294
Epoch 12/100
326/326 [==============================] - 0s 333us/step - loss: 0.1978 - accuracy: 0.9294
Epoch 13/100
326/326 [==============================] - 0s 335us/step - loss: 0.1976 - accuracy: 0.9294
Epoch 14/100
326/326 [==============================] - 0s 332us/step - loss: 0.1972 - accuracy: 0.9294
Epoch 15/100
326/326 [==============================] - 0s 330us/step - loss: 0.1974 - accuracy: 0.9294
Epoch 16/100
326/326 [==============================] - 0s 331us/step - loss: 0.1970 - accuracy: 0.9294
Epoch 17/100
326/326 [==============================] - 0s 329us/step - loss: 0.1970 - accuracy: 0.9294
Epoch 18/100
326/326 [==============================] - 0s 330us/step - loss: 0.1971 - accuracy: 0.9294
Epoch 19/100
326/326 [==============================] - 0s 329us/step - loss: 0.1968 - accuracy: 0.9294
Epoch 20/100
326/326 [==============================] - 0s 335us/step - loss: 0.1967 - accuracy: 0.9294
Epoch 21/100
326/326 [==============================] - 0s 332us/step - loss: 0.1966 - accuracy: 0.9294
Epoch 22/100
326/326 [==============================] - 0s 330us/step - loss: 0.1966 - accuracy: 0.9294
Epoch 23/100
326/326 [==============================] - 0s 334us/step - loss: 0.1965 - accuracy: 0.9294
Epoch 24/100
326/326 [==============================] - 0s 332us/step - loss: 0.1963 - accuracy: 0.9294
Epoch 25/100
326/326 [==============================] - 0s 335us/step - loss: 0.1964 - accuracy: 0.9294
Epoch 26/100
326/326 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9294
Epoch 27/100
326/326 [==============================] - 0s 335us/step - loss: 0.1964 - accuracy: 0.9294
Epoch 28/100
326/326 [==============================] - 0s 333us/step - loss: 0.1953 - accuracy: 0.9294
Epoch 29/100
326/326 [==============================] - 0s 330us/step - loss: 0.1962 - accuracy: 0.9294
Epoch 30/100
326/326 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9294
Epoch 31/100
326/326 [==============================] - 0s 353us/step - loss: 0.1961 - accuracy: 0.9294
Epoch 32/100
326/326 [==============================] - 0s 338us/step - loss: 0.1959 - accuracy: 0.9294
Epoch 33/100
326/326 [==============================] - 0s 339us/step - loss: 0.1959 - accuracy: 0.9294
Epoch 34/100
326/326 [==============================] - 0s 353us/step - loss: 0.1960 - accuracy: 0.9294
Epoch 35/100
326/326 [==============================] - 0s 334us/step - loss: 0.1959 - accuracy: 0.9294
Epoch 36/100
326/326 [==============================] - 0s 349us/step - loss: 0.1958 - accuracy: 0.9294
Epoch 37/100
326/326 [==============================] - 0s 342us/step - loss: 0.1958 - accuracy: 0.9294
Epoch 38/100
326/326 [==============================] - 0s 339us/step - loss: 0.1957 - accuracy: 0.9294
Epoch 39/100
326/326 [==============================] - 0s 327us/step - loss: 0.1954 - accuracy: 0.9294
Epoch 40/100
326/326 [==============================] - 0s 332us/step - loss: 0.1953 - accuracy: 0.9294
Epoch 41/100
326/326 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9294
Epoch 42/100
326/326 [==============================] - 0s 337us/step - loss: 0.1953 - accuracy: 0.9294
Epoch 43/100
326/326 [==============================] - 0s 329us/step - loss: 0.1953 - accuracy: 0.9294
Epoch 44/100
326/326 [==============================] - 0s 335us/step - loss: 0.1951 - accuracy: 0.9294
Epoch 45/100
326/326 [==============================] - 0s 340us/step - loss: 0.1952 - accuracy: 0.9294
Epoch 46/100
326/326 [==============================] - 0s 332us/step - loss: 0.1951 - accuracy: 0.9294
Epoch 47/100
326/326 [==============================] - 0s 335us/step - loss: 0.1950 - accuracy: 0.9294
Epoch 48/100
326/326 [==============================] - 0s 356us/step - loss: 0.1949 - accuracy: 0.9294
Epoch 49/100
326/326 [==============================] - 0s 333us/step - loss: 0.1948 - accuracy: 0.9294
Epoch 50/100
326/326 [==============================] - 0s 330us/step - loss: 0.1948 - accuracy: 0.9294
Epoch 51/100
326/326 [==============================] - 0s 333us/step - loss: 0.1949 - accuracy: 0.9294
Epoch 52/100
326/326 [==============================] - 0s 340us/step - loss: 0.1947 - accuracy: 0.9294
Epoch 53/100
326/326 [==============================] - 0s 333us/step - loss: 0.1947 - accuracy: 0.9294
Epoch 54/100
326/326 [==============================] - 0s 328us/step - loss: 0.1946 - accuracy: 0.9294
Epoch 55/100
326/326 [==============================] - 0s 331us/step - loss: 0.1947 - accuracy: 0.9294
Epoch 56/100
326/326 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9294
Epoch 57/100
326/326 [==============================] - 0s 335us/step - loss: 0.1945 - accuracy: 0.9294
Epoch 58/100
326/326 [==============================] - 0s 338us/step - loss: 0.1945 - accuracy: 0.9294
Epoch 59/100
326/326 [==============================] - 0s 337us/step - loss: 0.1945 - accuracy: 0.9297
Epoch 60/100
326/326 [==============================] - 0s 335us/step - loss: 0.1942 - accuracy: 0.9294
Epoch 61/100
326/326 [==============================] - 0s 338us/step - loss: 0.1942 - accuracy: 0.9293
Epoch 62/100
326/326 [==============================] - 0s 337us/step - loss: 0.1943 - accuracy: 0.9296
Epoch 63/100
326/326 [==============================] - 0s 346us/step - loss: 0.1943 - accuracy: 0.9298
Epoch 64/100
326/326 [==============================] - 0s 378us/step - loss: 0.1943 - accuracy: 0.9296
Epoch 65/100
326/326 [==============================] - 0s 374us/step - loss: 0.1942 - accuracy: 0.9293
Epoch 66/100
326/326 [==============================] - 0s 386us/step - loss: 0.1944 - accuracy: 0.9293
Epoch 67/100
326/326 [==============================] - 0s 342us/step - loss: 0.1942 - accuracy: 0.9297
Epoch 68/100
326/326 [==============================] - 0s 338us/step - loss: 0.1943 - accuracy: 0.9301
Epoch 69/100
326/326 [==============================] - 0s 336us/step - loss: 0.1941 - accuracy: 0.9301
Epoch 70/100
326/326 [==============================] - 0s 340us/step - loss: 0.1941 - accuracy: 0.9299
Epoch 71/100
326/326 [==============================] - 0s 335us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 72/100
326/326 [==============================] - 0s 340us/step - loss: 0.1941 - accuracy: 0.9298
Epoch 73/100
326/326 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9297
Epoch 74/100
326/326 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9301
Epoch 75/100
326/326 [==============================] - 0s 353us/step - loss: 0.1941 - accuracy: 0.9301
Epoch 76/100
326/326 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9296
Epoch 77/100
326/326 [==============================] - 0s 329us/step - loss: 0.1939 - accuracy: 0.9298
Epoch 78/100
326/326 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9309
Epoch 79/100
326/326 [==============================] - 0s 330us/step - loss: 0.1937 - accuracy: 0.9297
Epoch 80/100
326/326 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9304
Epoch 81/100
326/326 [==============================] - 0s 328us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 82/100
326/326 [==============================] - 0s 330us/step - loss: 0.1938 - accuracy: 0.9303
Epoch 83/100
326/326 [==============================] - 0s 330us/step - loss: 0.1939 - accuracy: 0.9309
Epoch 84/100
326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 85/100
326/326 [==============================] - 0s 331us/step - loss: 0.1938 - accuracy: 0.9304
Epoch 86/100
326/326 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9306
Epoch 87/100
326/326 [==============================] - 0s 329us/step - loss: 0.1937 - accuracy: 0.9304
Epoch 88/100
326/326 [==============================] - 0s 334us/step - loss: 0.1937 - accuracy: 0.9309
Epoch 89/100
326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9306
Epoch 90/100
326/326 [==============================] - 0s 335us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 91/100
326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9309
Epoch 92/100
326/326 [==============================] - 0s 328us/step - loss: 0.1934 - accuracy: 0.9307
Epoch 93/100
326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9299
Epoch 94/100
326/326 [==============================] - 0s 332us/step - loss: 0.1937 - accuracy: 0.9312
Epoch 95/100
326/326 [==============================] - 0s 329us/step - loss: 0.1936 - accuracy: 0.9313
Epoch 96/100
326/326 [==============================] - 0s 344us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 97/100
326/326 [==============================] - 0s 335us/step - loss: 0.1935 - accuracy: 0.9303
Epoch 98/100
326/326 [==============================] - 0s 326us/step - loss: 0.1935 - accuracy: 0.9306
Epoch 99/100
326/326 [==============================] - 0s 340us/step - loss: 0.1934 - accuracy: 0.9309
Epoch 100/100
326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9308
29/29 [==============================] - 0s 305us/step
Epoch 1/100
326/326 [==============================] - 0s 381us/step - loss: 0.4086 - accuracy: 0.9301
Epoch 2/100
326/326 [==============================] - 0s 344us/step - loss: 0.2007 - accuracy: 0.9307
Epoch 3/100
326/326 [==============================] - 0s 335us/step - loss: 0.1972 - accuracy: 0.9307
Epoch 4/100
326/326 [==============================] - 0s 338us/step - loss: 0.1960 - accuracy: 0.9307
Epoch 5/100
326/326 [==============================] - 0s 335us/step - loss: 0.1948 - accuracy: 0.9307
Epoch 6/100
326/326 [==============================] - 0s 337us/step - loss: 0.1945 - accuracy: 0.9307
Epoch 7/100
326/326 [==============================] - 0s 340us/step - loss: 0.1939 - accuracy: 0.9307
Epoch 8/100
326/326 [==============================] - 0s 334us/step - loss: 0.1939 - accuracy: 0.9307
Epoch 9/100
326/326 [==============================] - 0s 334us/step - loss: 0.1936 - accuracy: 0.9307
Epoch 10/100
326/326 [==============================] - 0s 333us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 11/100
326/326 [==============================] - 0s 336us/step - loss: 0.1928 - accuracy: 0.9307
Epoch 12/100
326/326 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9307
Epoch 13/100
326/326 [==============================] - 0s 338us/step - loss: 0.1924 - accuracy: 0.9307
Epoch 14/100
326/326 [==============================] - 0s 339us/step - loss: 0.1923 - accuracy: 0.9307
Epoch 15/100
326/326 [==============================] - 0s 341us/step - loss: 0.1922 - accuracy: 0.9307
Epoch 16/100
326/326 [==============================] - 0s 341us/step - loss: 0.1920 - accuracy: 0.9307
Epoch 17/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9307
Epoch 18/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9307
Epoch 19/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9307
Epoch 20/100
326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9307
Epoch 21/100
326/326 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9307
Epoch 22/100
326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9307
Epoch 23/100
326/326 [==============================] - 0s 332us/step - loss: 0.1909 - accuracy: 0.9309
Epoch 24/100
326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9310
Epoch 25/100
326/326 [==============================] - 0s 331us/step - loss: 0.1911 - accuracy: 0.9308
Epoch 26/100
326/326 [==============================] - 0s 335us/step - loss: 0.1914 - accuracy: 0.9307
Epoch 27/100
326/326 [==============================] - 0s 335us/step - loss: 0.1912 - accuracy: 0.9307
Epoch 28/100
326/326 [==============================] - 0s 332us/step - loss: 0.1910 - accuracy: 0.9308
Epoch 29/100
326/326 [==============================] - 0s 334us/step - loss: 0.1912 - accuracy: 0.9303
Epoch 30/100
326/326 [==============================] - 0s 336us/step - loss: 0.1911 - accuracy: 0.9303
Epoch 31/100
326/326 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9308
Epoch 32/100
326/326 [==============================] - 0s 336us/step - loss: 0.1910 - accuracy: 0.9307
Epoch 33/100
326/326 [==============================] - 0s 336us/step - loss: 0.1912 - accuracy: 0.9304
Epoch 34/100
326/326 [==============================] - 0s 332us/step - loss: 0.1908 - accuracy: 0.9304
Epoch 35/100
326/326 [==============================] - 0s 341us/step - loss: 0.1909 - accuracy: 0.9305
Epoch 36/100
326/326 [==============================] - 0s 336us/step - loss: 0.1908 - accuracy: 0.9307
Epoch 37/100
326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9309
Epoch 38/100
326/326 [==============================] - 0s 337us/step - loss: 0.1911 - accuracy: 0.9304
Epoch 39/100
326/326 [==============================] - 0s 337us/step - loss: 0.1908 - accuracy: 0.9304
Epoch 40/100
326/326 [==============================] - 0s 338us/step - loss: 0.1907 - accuracy: 0.9302
Epoch 41/100
326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9308
Epoch 42/100
326/326 [==============================] - 0s 331us/step - loss: 0.1907 - accuracy: 0.9304
Epoch 43/100
326/326 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9305
Epoch 44/100
326/326 [==============================] - 0s 337us/step - loss: 0.1906 - accuracy: 0.9305
Epoch 45/100
326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9303
Epoch 46/100
326/326 [==============================] - 0s 337us/step - loss: 0.1905 - accuracy: 0.9298
Epoch 47/100
326/326 [==============================] - 0s 335us/step - loss: 0.1905 - accuracy: 0.9303
Epoch 48/100
326/326 [==============================] - 0s 332us/step - loss: 0.1906 - accuracy: 0.9304
Epoch 49/100
326/326 [==============================] - 0s 345us/step - loss: 0.1907 - accuracy: 0.9303
Epoch 50/100
326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9305
Epoch 51/100
326/326 [==============================] - 0s 334us/step - loss: 0.1903 - accuracy: 0.9307
Epoch 52/100
326/326 [==============================] - 0s 336us/step - loss: 0.1904 - accuracy: 0.9302
Epoch 53/100
326/326 [==============================] - 0s 337us/step - loss: 0.1902 - accuracy: 0.9304
Epoch 54/100
326/326 [==============================] - 0s 337us/step - loss: 0.1904 - accuracy: 0.9303
Epoch 55/100
326/326 [==============================] - 0s 341us/step - loss: 0.1903 - accuracy: 0.9308
Epoch 56/100
326/326 [==============================] - 0s 333us/step - loss: 0.1896 - accuracy: 0.9309
Epoch 57/100
326/326 [==============================] - 0s 334us/step - loss: 0.1906 - accuracy: 0.9308
Epoch 58/100
326/326 [==============================] - 0s 358us/step - loss: 0.1903 - accuracy: 0.9305
Epoch 59/100
326/326 [==============================] - 0s 339us/step - loss: 0.1900 - accuracy: 0.9307
Epoch 60/100
326/326 [==============================] - 0s 334us/step - loss: 0.1901 - accuracy: 0.9307
Epoch 61/100
326/326 [==============================] - 0s 339us/step - loss: 0.1906 - accuracy: 0.9307
Epoch 62/100
326/326 [==============================] - 0s 336us/step - loss: 0.1902 - accuracy: 0.9305
Epoch 63/100
326/326 [==============================] - 0s 336us/step - loss: 0.1903 - accuracy: 0.9301
Epoch 64/100
326/326 [==============================] - 0s 341us/step - loss: 0.1902 - accuracy: 0.9304
Epoch 65/100
326/326 [==============================] - 0s 348us/step - loss: 0.1902 - accuracy: 0.9304
Epoch 66/100
326/326 [==============================] - 0s 341us/step - loss: 0.1899 - accuracy: 0.9308
Epoch 67/100
326/326 [==============================] - 0s 344us/step - loss: 0.1901 - accuracy: 0.9303
Epoch 68/100
326/326 [==============================] - 0s 334us/step - loss: 0.1900 - accuracy: 0.9307
Epoch 69/100
326/326 [==============================] - 0s 348us/step - loss: 0.1901 - accuracy: 0.9301
Epoch 70/100
326/326 [==============================] - 0s 333us/step - loss: 0.1901 - accuracy: 0.9303
Epoch 71/100
326/326 [==============================] - 0s 338us/step - loss: 0.1899 - accuracy: 0.9309
Epoch 72/100
326/326 [==============================] - 0s 338us/step - loss: 0.1898 - accuracy: 0.9310
Epoch 73/100
326/326 [==============================] - 0s 338us/step - loss: 0.1901 - accuracy: 0.9305
Epoch 74/100
326/326 [==============================] - 0s 336us/step - loss: 0.1899 - accuracy: 0.9308
Epoch 75/100
326/326 [==============================] - 0s 336us/step - loss: 0.1901 - accuracy: 0.9305
Epoch 76/100
326/326 [==============================] - 0s 335us/step - loss: 0.1898 - accuracy: 0.9307
Epoch 77/100
326/326 [==============================] - 0s 336us/step - loss: 0.1896 - accuracy: 0.9307
Epoch 78/100
326/326 [==============================] - 0s 345us/step - loss: 0.1900 - accuracy: 0.9307
Epoch 79/100
326/326 [==============================] - 0s 336us/step - loss: 0.1898 - accuracy: 0.9303
Epoch 80/100
326/326 [==============================] - 0s 338us/step - loss: 0.1896 - accuracy: 0.9303
Epoch 81/100
326/326 [==============================] - 0s 337us/step - loss: 0.1896 - accuracy: 0.9304
Epoch 82/100
326/326 [==============================] - 0s 336us/step - loss: 0.1900 - accuracy: 0.9303
Epoch 83/100
326/326 [==============================] - 0s 338us/step - loss: 0.1900 - accuracy: 0.9308
Epoch 84/100
326/326 [==============================] - 0s 334us/step - loss: 0.1897 - accuracy: 0.9304
Epoch 85/100
326/326 [==============================] - 0s 332us/step - loss: 0.1898 - accuracy: 0.9307
Epoch 86/100
326/326 [==============================] - 0s 337us/step - loss: 0.1897 - accuracy: 0.9312
Epoch 87/100
326/326 [==============================] - 0s 337us/step - loss: 0.1897 - accuracy: 0.9304
Epoch 88/100
326/326 [==============================] - 0s 340us/step - loss: 0.1895 - accuracy: 0.9313
Epoch 89/100
326/326 [==============================] - 0s 333us/step - loss: 0.1899 - accuracy: 0.9310
Epoch 90/100
149/326 [============>.................] - ETA: 0s - loss: 0.1852 - accuracy: 0.9321[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.8s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.0s
[CV] END ..........................................alpha=0.1; total time= 0.4s
[CV] END ..........................................alpha=0.5; total time= 0.5s
[CV] END .........................................alpha=10.0; total time= 0.2s
326/326 [==============================] - 0s 350us/step - loss: 0.1895 - accuracy: 0.9312
Epoch 91/100
121/326 [==========>...................] - ETA: 0s - loss: 0.1854 - accuracy: 0.9336[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.8s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.8s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END .........................................alpha=0.01; total time= 0.4s
[CV] END ..........................................alpha=0.5; total time= 0.5s
[CV] END .........................................alpha=10.0; total time= 0.2s
326/326 [==============================] - 0s 416us/step - loss: 0.1896 - accuracy: 0.9309
Epoch 92/100
1/326 [..............................] - ETA: 0s - loss: 0.1089 - accuracy: 0.9200[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.8s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.7s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.1s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END ..........................................alpha=0.1; total time= 0.4s
[CV] END ..........................................alpha=1.0; total time= 0.5s
[CV] END .........................................alpha=10.0; total time= 0.2s
326/326 [==============================] - 0s 409us/step - loss: 0.1896 - accuracy: 0.9308
Epoch 93/100
1/326 [..............................] - ETA: 0s - loss: 0.3129 - accuracy: 0.8800[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s
[CV] END .........................................alpha=0.01; total time= 0.4s
[CV] END ..........................................alpha=0.1; total time= 0.5s
[CV] END .........................................alpha=10.0; total time= 0.2s
[CV] END .........................................alpha=10.0; total time= 0.2s
246/326 [=====================>........] - ETA: 0s - loss: 0.1937 - accuracy: 0.9286[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.9s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.4s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END .........................................alpha=0.01; total time= 0.4s
[CV] END ..........................................alpha=0.5; total time= 0.4s
[CV] END ..........................................alpha=1.0; total time= 0.4s
326/326 [==============================] - 0s 409us/step - loss: 0.1894 - accuracy: 0.9308
Epoch 94/100
120/326 [==========>...................] - ETA: 0s - loss: 0.1810 - accuracy: 0.9337[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.1s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 1.0s
[CV] END .........................................alpha=0.01; total time= 0.4s
[CV] END ..........................................alpha=0.5; total time= 0.4s
[CV] END ..........................................alpha=1.0; total time= 0.4s
326/326 [==============================] - 0s 414us/step - loss: 0.1898 - accuracy: 0.9308
Epoch 95/100
1/326 [..............................] - ETA: 0s - loss: 0.1814 - accuracy: 0.9200[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.3s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.9s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.0s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 1.0s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
130/326 [==========>...................] - ETA: 0s - loss: 0.1874 - accuracy: 0.9298mple_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END .........................................alpha=0.01; total time= 0.4s
[CV] END ..........................................alpha=0.1; total time= 0.5s
[CV] END ..........................................alpha=1.0; total time= 0.4s
326/326 [==============================] - 0s 402us/step - loss: 0.1895 - accuracy: 0.9305
Epoch 96/100
1/326 [..............................] - ETA: 0s - loss: 0.0740 - accuracy: 1.0000[CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 1.9s
[CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.8s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.5s
[CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 1.2s
[CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.3s
[CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.7s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.7s
[CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.3s
[CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.9s
[CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.8s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 1.1s
[CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 1.8s
[CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.4s
[CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.5s
[CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.4s
[CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.6s
[CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.7s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.2s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.8s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 1.2s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 1.2s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.6s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.3s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 1.1s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.5s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.4s
[CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 1.5s
[CV] END ..........................................alpha=0.1; total time= 0.4s
[CV] END ..........................................alpha=0.5; total time= 0.4s
[CV] END ..........................................alpha=1.0; total time= 0.4s
326/326 [==============================] - 0s 398us/step - loss: 0.1896 - accuracy: 0.9304
Epoch 97/100
326/326 [==============================] - 0s 337us/step - loss: 0.1892 - accuracy: 0.9309
Epoch 98/100
326/326 [==============================] - 0s 333us/step - loss: 0.1887 - accuracy: 0.9312
Epoch 99/100
326/326 [==============================] - 0s 332us/step - loss: 0.1895 - accuracy: 0.9308
Epoch 100/100
326/326 [==============================] - 0s 335us/step - loss: 0.1895 - accuracy: 0.9307
29/29 [==============================] - 0s 299us/step
Epoch 1/100
326/326 [==============================] - 0s 401us/step - loss: 0.4455 - accuracy: 0.9291
Epoch 2/100
326/326 [==============================] - 0s 388us/step - loss: 0.2064 - accuracy: 0.9301
Epoch 3/100
326/326 [==============================] - 0s 397us/step - loss: 0.2006 - accuracy: 0.9301
Epoch 4/100
326/326 [==============================] - 0s 396us/step - loss: 0.1987 - accuracy: 0.9301
Epoch 5/100
326/326 [==============================] - 0s 333us/step - loss: 0.1976 - accuracy: 0.9301
Epoch 6/100
326/326 [==============================] - 0s 337us/step - loss: 0.1969 - accuracy: 0.9301
Epoch 7/100
326/326 [==============================] - 0s 338us/step - loss: 0.1963 - accuracy: 0.9301
Epoch 8/100
326/326 [==============================] - 0s 333us/step - loss: 0.1959 - accuracy: 0.9301
Epoch 9/100
326/326 [==============================] - 0s 335us/step - loss: 0.1958 - accuracy: 0.9301
Epoch 10/100
326/326 [==============================] - 0s 336us/step - loss: 0.1955 - accuracy: 0.9301
Epoch 11/100
326/326 [==============================] - 0s 336us/step - loss: 0.1952 - accuracy: 0.9301
Epoch 12/100
326/326 [==============================] - 0s 336us/step - loss: 0.1951 - accuracy: 0.9301
Epoch 13/100
326/326 [==============================] - 0s 332us/step - loss: 0.1946 - accuracy: 0.9301
Epoch 14/100
326/326 [==============================] - 0s 334us/step - loss: 0.1946 - accuracy: 0.9301
Epoch 15/100
326/326 [==============================] - 0s 333us/step - loss: 0.1945 - accuracy: 0.9301
Epoch 16/100
326/326 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9301
Epoch 17/100
326/326 [==============================] - 0s 333us/step - loss: 0.1940 - accuracy: 0.9301
Epoch 18/100
326/326 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9301
Epoch 19/100
326/326 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9301
Epoch 20/100
326/326 [==============================] - 0s 333us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 21/100
326/326 [==============================] - 0s 331us/step - loss: 0.1937 - accuracy: 0.9301
Epoch 22/100
326/326 [==============================] - 0s 336us/step - loss: 0.1934 - accuracy: 0.9301
Epoch 23/100
326/326 [==============================] - 0s 334us/step - loss: 0.1935 - accuracy: 0.9299
Epoch 24/100
326/326 [==============================] - 0s 332us/step - loss: 0.1936 - accuracy: 0.9301
Epoch 25/100
326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9304
Epoch 26/100
326/326 [==============================] - 0s 331us/step - loss: 0.1933 - accuracy: 0.9299
Epoch 27/100
326/326 [==============================] - 0s 337us/step - loss: 0.1933 - accuracy: 0.9301
Epoch 28/100
326/326 [==============================] - 0s 338us/step - loss: 0.1934 - accuracy: 0.9299
Epoch 29/100
326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9302
Epoch 30/100
326/326 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9299
Epoch 31/100
326/326 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9305
Epoch 32/100
326/326 [==============================] - 0s 337us/step - loss: 0.1929 - accuracy: 0.9303
Epoch 33/100
326/326 [==============================] - 0s 340us/step - loss: 0.1929 - accuracy: 0.9301
Epoch 34/100
326/326 [==============================] - 0s 331us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 35/100
326/326 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9298
Epoch 36/100
326/326 [==============================] - 0s 334us/step - loss: 0.1928 - accuracy: 0.9305
Epoch 37/100
326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9298
Epoch 38/100
326/326 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9305
Epoch 39/100
326/326 [==============================] - 0s 332us/step - loss: 0.1929 - accuracy: 0.9303
Epoch 40/100
326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9308
Epoch 41/100
326/326 [==============================] - 0s 337us/step - loss: 0.1928 - accuracy: 0.9302
Epoch 42/100
326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9307
Epoch 43/100
326/326 [==============================] - 0s 337us/step - loss: 0.1927 - accuracy: 0.9305
Epoch 44/100
326/326 [==============================] - 0s 328us/step - loss: 0.1927 - accuracy: 0.9303
Epoch 45/100
326/326 [==============================] - 0s 331us/step - loss: 0.1927 - accuracy: 0.9307
Epoch 46/100
326/326 [==============================] - 0s 339us/step - loss: 0.1923 - accuracy: 0.9305
Epoch 47/100
326/326 [==============================] - 0s 337us/step - loss: 0.1925 - accuracy: 0.9308
Epoch 48/100
326/326 [==============================] - 0s 333us/step - loss: 0.1926 - accuracy: 0.9305
Epoch 49/100
326/326 [==============================] - 0s 337us/step - loss: 0.1923 - accuracy: 0.9309
Epoch 50/100
326/326 [==============================] - 0s 335us/step - loss: 0.1924 - accuracy: 0.9304
Epoch 51/100
326/326 [==============================] - 0s 337us/step - loss: 0.1923 - accuracy: 0.9305
Epoch 52/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9303
Epoch 53/100
326/326 [==============================] - 0s 332us/step - loss: 0.1920 - accuracy: 0.9304
Epoch 54/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9305
Epoch 55/100
326/326 [==============================] - 0s 336us/step - loss: 0.1922 - accuracy: 0.9305
Epoch 56/100
326/326 [==============================] - 0s 338us/step - loss: 0.1922 - accuracy: 0.9303
Epoch 57/100
326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9307
Epoch 58/100
326/326 [==============================] - 0s 338us/step - loss: 0.1920 - accuracy: 0.9305
Epoch 59/100
326/326 [==============================] - 0s 330us/step - loss: 0.1921 - accuracy: 0.9304
Epoch 60/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9303
Epoch 61/100
326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9299
Epoch 62/100
326/326 [==============================] - 0s 338us/step - loss: 0.1922 - accuracy: 0.9302
Epoch 63/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9302
Epoch 64/100
326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9305
Epoch 65/100
326/326 [==============================] - 0s 338us/step - loss: 0.1921 - accuracy: 0.9309
Epoch 66/100
326/326 [==============================] - 0s 338us/step - loss: 0.1921 - accuracy: 0.9304
Epoch 67/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9303
Epoch 68/100
326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9302
Epoch 69/100
326/326 [==============================] - 0s 336us/step - loss: 0.1921 - accuracy: 0.9307
Epoch 70/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9305
Epoch 71/100
326/326 [==============================] - 0s 337us/step - loss: 0.1920 - accuracy: 0.9303
Epoch 72/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9309
Epoch 73/100
326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9305
Epoch 74/100
326/326 [==============================] - 0s 337us/step - loss: 0.1916 - accuracy: 0.9309
Epoch 75/100
326/326 [==============================] - 0s 337us/step - loss: 0.1918 - accuracy: 0.9305
Epoch 76/100
326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9305
Epoch 77/100
326/326 [==============================] - 0s 337us/step - loss: 0.1917 - accuracy: 0.9310
Epoch 78/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9305
Epoch 79/100
326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9310
Epoch 80/100
326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9312
Epoch 81/100
326/326 [==============================] - 0s 330us/step - loss: 0.1916 - accuracy: 0.9310
Epoch 82/100
326/326 [==============================] - 0s 344us/step - loss: 0.1913 - accuracy: 0.9309
Epoch 83/100
326/326 [==============================] - 0s 337us/step - loss: 0.1919 - accuracy: 0.9309
Epoch 84/100
326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9307
Epoch 85/100
326/326 [==============================] - 0s 335us/step - loss: 0.1915 - accuracy: 0.9313
Epoch 86/100
326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9319
Epoch 87/100
326/326 [==============================] - 0s 332us/step - loss: 0.1916 - accuracy: 0.9310
Epoch 88/100
326/326 [==============================] - 0s 329us/step - loss: 0.1911 - accuracy: 0.9313
Epoch 89/100
326/326 [==============================] - 0s 331us/step - loss: 0.1915 - accuracy: 0.9307
Epoch 90/100
326/326 [==============================] - 0s 332us/step - loss: 0.1913 - accuracy: 0.9323
Epoch 91/100
326/326 [==============================] - 0s 329us/step - loss: 0.1915 - accuracy: 0.9313
Epoch 92/100
326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9309
Epoch 93/100
326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9315
Epoch 94/100
326/326 [==============================] - 0s 331us/step - loss: 0.1909 - accuracy: 0.9317
Epoch 95/100
326/326 [==============================] - 0s 336us/step - loss: 0.1913 - accuracy: 0.9314
Epoch 96/100
326/326 [==============================] - 0s 333us/step - loss: 0.1913 - accuracy: 0.9312
Epoch 97/100
326/326 [==============================] - 0s 330us/step - loss: 0.1912 - accuracy: 0.9313
Epoch 98/100
326/326 [==============================] - 0s 333us/step - loss: 0.1911 - accuracy: 0.9313
Epoch 99/100
326/326 [==============================] - 0s 334us/step - loss: 0.1911 - accuracy: 0.9310
Epoch 100/100
326/326 [==============================] - 0s 334us/step - loss: 0.1913 - accuracy: 0.9310
29/29 [==============================] - 0s 303us/step
Epoch 1/100
326/326 [==============================] - 0s 374us/step - loss: 0.4198 - accuracy: 0.9307
Epoch 2/100
326/326 [==============================] - 0s 342us/step - loss: 0.2051 - accuracy: 0.9310
Epoch 3/100
326/326 [==============================] - 0s 333us/step - loss: 0.2004 - accuracy: 0.9310
Epoch 4/100
326/326 [==============================] - 0s 337us/step - loss: 0.1981 - accuracy: 0.9310
Epoch 5/100
326/326 [==============================] - 0s 330us/step - loss: 0.1971 - accuracy: 0.9310
Epoch 6/100
326/326 [==============================] - 0s 332us/step - loss: 0.1961 - accuracy: 0.9310
Epoch 7/100
326/326 [==============================] - 0s 336us/step - loss: 0.1957 - accuracy: 0.9310
Epoch 8/100
326/326 [==============================] - 0s 330us/step - loss: 0.1954 - accuracy: 0.9310
Epoch 9/100
326/326 [==============================] - 0s 333us/step - loss: 0.1950 - accuracy: 0.9310
Epoch 10/100
326/326 [==============================] - 0s 339us/step - loss: 0.1949 - accuracy: 0.9310
Epoch 11/100
326/326 [==============================] - 0s 331us/step - loss: 0.1945 - accuracy: 0.9310
Epoch 12/100
326/326 [==============================] - 0s 337us/step - loss: 0.1939 - accuracy: 0.9310
Epoch 13/100
326/326 [==============================] - 0s 331us/step - loss: 0.1943 - accuracy: 0.9310
Epoch 14/100
326/326 [==============================] - 0s 333us/step - loss: 0.1939 - accuracy: 0.9310
Epoch 15/100
326/326 [==============================] - 0s 334us/step - loss: 0.1938 - accuracy: 0.9310
Epoch 16/100
326/326 [==============================] - 0s 339us/step - loss: 0.1935 - accuracy: 0.9310
Epoch 17/100
326/326 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9310
Epoch 18/100
326/326 [==============================] - 0s 336us/step - loss: 0.1929 - accuracy: 0.9310
Epoch 19/100
326/326 [==============================] - 0s 337us/step - loss: 0.1935 - accuracy: 0.9310
Epoch 20/100
326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9310
Epoch 21/100
326/326 [==============================] - 0s 335us/step - loss: 0.1932 - accuracy: 0.9310
Epoch 22/100
326/326 [==============================] - 0s 335us/step - loss: 0.1929 - accuracy: 0.9310
Epoch 23/100
326/326 [==============================] - 0s 333us/step - loss: 0.1934 - accuracy: 0.9310
Epoch 24/100
326/326 [==============================] - 0s 335us/step - loss: 0.1931 - accuracy: 0.9310
Epoch 25/100
326/326 [==============================] - 0s 335us/step - loss: 0.1933 - accuracy: 0.9310
Epoch 26/100
326/326 [==============================] - 0s 336us/step - loss: 0.1930 - accuracy: 0.9312
Epoch 27/100
326/326 [==============================] - 0s 333us/step - loss: 0.1931 - accuracy: 0.9313
Epoch 28/100
326/326 [==============================] - 0s 337us/step - loss: 0.1931 - accuracy: 0.9315
Epoch 29/100
326/326 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9312
Epoch 30/100
326/326 [==============================] - 0s 337us/step - loss: 0.1927 - accuracy: 0.9318
Epoch 31/100
326/326 [==============================] - 0s 335us/step - loss: 0.1927 - accuracy: 0.9315
Epoch 32/100
326/326 [==============================] - 0s 333us/step - loss: 0.1927 - accuracy: 0.9310
Epoch 33/100
326/326 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9314
Epoch 34/100
326/326 [==============================] - 0s 335us/step - loss: 0.1925 - accuracy: 0.9318
Epoch 35/100
326/326 [==============================] - 0s 332us/step - loss: 0.1925 - accuracy: 0.9309
Epoch 36/100
326/326 [==============================] - 0s 334us/step - loss: 0.1926 - accuracy: 0.9315
Epoch 37/100
326/326 [==============================] - 0s 334us/step - loss: 0.1923 - accuracy: 0.9317
Epoch 38/100
326/326 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9314
Epoch 39/100
326/326 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9313
Epoch 40/100
326/326 [==============================] - 0s 330us/step - loss: 0.1924 - accuracy: 0.9313
Epoch 41/100
326/326 [==============================] - 0s 333us/step - loss: 0.1923 - accuracy: 0.9313
Epoch 42/100
326/326 [==============================] - 0s 337us/step - loss: 0.1925 - accuracy: 0.9315
Epoch 43/100
326/326 [==============================] - 0s 341us/step - loss: 0.1924 - accuracy: 0.9313
Epoch 44/100
326/326 [==============================] - 0s 397us/step - loss: 0.1922 - accuracy: 0.9313
Epoch 45/100
326/326 [==============================] - 0s 389us/step - loss: 0.1923 - accuracy: 0.9319
Epoch 46/100
326/326 [==============================] - 0s 380us/step - loss: 0.1922 - accuracy: 0.9315
Epoch 47/100
326/326 [==============================] - 0s 344us/step - loss: 0.1923 - accuracy: 0.9315
Epoch 48/100
326/326 [==============================] - 0s 339us/step - loss: 0.1924 - accuracy: 0.9312
Epoch 49/100
326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9314
Epoch 50/100
326/326 [==============================] - 0s 342us/step - loss: 0.1925 - accuracy: 0.9313
Epoch 51/100
326/326 [==============================] - 0s 333us/step - loss: 0.1922 - accuracy: 0.9312
Epoch 52/100
326/326 [==============================] - 0s 338us/step - loss: 0.1921 - accuracy: 0.9314
Epoch 53/100
326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9310
Epoch 54/100
326/326 [==============================] - 0s 334us/step - loss: 0.1924 - accuracy: 0.9310
Epoch 55/100
326/326 [==============================] - 0s 333us/step - loss: 0.1921 - accuracy: 0.9313
Epoch 56/100
326/326 [==============================] - 0s 337us/step - loss: 0.1920 - accuracy: 0.9309
Epoch 57/100
326/326 [==============================] - 0s 332us/step - loss: 0.1922 - accuracy: 0.9308
Epoch 58/100
326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9315
Epoch 59/100
326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9313
Epoch 60/100
326/326 [==============================] - 0s 335us/step - loss: 0.1919 - accuracy: 0.9313
Epoch 61/100
326/326 [==============================] - 0s 335us/step - loss: 0.1920 - accuracy: 0.9313
Epoch 62/100
326/326 [==============================] - 0s 330us/step - loss: 0.1922 - accuracy: 0.9309
Epoch 63/100
326/326 [==============================] - 0s 333us/step - loss: 0.1918 - accuracy: 0.9310
Epoch 64/100
326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9308
Epoch 65/100
326/326 [==============================] - 0s 336us/step - loss: 0.1923 - accuracy: 0.9310
Epoch 66/100
326/326 [==============================] - 0s 333us/step - loss: 0.1919 - accuracy: 0.9312
Epoch 67/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9309
Epoch 68/100
326/326 [==============================] - 0s 331us/step - loss: 0.1918 - accuracy: 0.9309
Epoch 69/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9312
Epoch 70/100
326/326 [==============================] - 0s 332us/step - loss: 0.1921 - accuracy: 0.9308
Epoch 71/100
326/326 [==============================] - 0s 337us/step - loss: 0.1918 - accuracy: 0.9310
Epoch 72/100
326/326 [==============================] - 0s 335us/step - loss: 0.1921 - accuracy: 0.9310
Epoch 73/100
326/326 [==============================] - 0s 334us/step - loss: 0.1918 - accuracy: 0.9309
Epoch 74/100
326/326 [==============================] - 0s 334us/step - loss: 0.1921 - accuracy: 0.9309
Epoch 75/100
326/326 [==============================] - 0s 332us/step - loss: 0.1919 - accuracy: 0.9305
Epoch 76/100
326/326 [==============================] - 0s 335us/step - loss: 0.1918 - accuracy: 0.9308
Epoch 77/100
326/326 [==============================] - 0s 334us/step - loss: 0.1920 - accuracy: 0.9308
Epoch 78/100
326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9309
Epoch 79/100
326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9305
Epoch 80/100
326/326 [==============================] - 0s 333us/step - loss: 0.1920 - accuracy: 0.9305
Epoch 81/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9310
Epoch 82/100
326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9307
Epoch 83/100
326/326 [==============================] - 0s 331us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 84/100
326/326 [==============================] - 0s 340us/step - loss: 0.1918 - accuracy: 0.9315
Epoch 85/100
326/326 [==============================] - 0s 334us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 86/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 87/100
326/326 [==============================] - 0s 330us/step - loss: 0.1917 - accuracy: 0.9305
Epoch 88/100
326/326 [==============================] - 0s 332us/step - loss: 0.1917 - accuracy: 0.9308
Epoch 89/100
326/326 [==============================] - 0s 333us/step - loss: 0.1917 - accuracy: 0.9309
Epoch 90/100
326/326 [==============================] - 0s 336us/step - loss: 0.1915 - accuracy: 0.9305
Epoch 91/100
326/326 [==============================] - 0s 328us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 92/100
326/326 [==============================] - 0s 341us/step - loss: 0.1915 - accuracy: 0.9302
Epoch 93/100
326/326 [==============================] - 0s 338us/step - loss: 0.1918 - accuracy: 0.9304
Epoch 94/100
326/326 [==============================] - 0s 335us/step - loss: 0.1917 - accuracy: 0.9304
Epoch 95/100
326/326 [==============================] - 0s 329us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 96/100
326/326 [==============================] - 0s 335us/step - loss: 0.1916 - accuracy: 0.9308
Epoch 97/100
326/326 [==============================] - 0s 332us/step - loss: 0.1915 - accuracy: 0.9312
Epoch 98/100
326/326 [==============================] - 0s 340us/step - loss: 0.1913 - accuracy: 0.9307
Epoch 99/100
326/326 [==============================] - 0s 333us/step - loss: 0.1914 - accuracy: 0.9307
Epoch 100/100
326/326 [==============================] - 0s 334us/step - loss: 0.1919 - accuracy: 0.9308
29/29 [==============================] - 0s 311us/step
Epoch 1/100
326/326 [==============================] - 0s 385us/step - loss: 0.4252 - accuracy: 0.9274
Epoch 2/100
326/326 [==============================] - 0s 332us/step - loss: 0.2093 - accuracy: 0.9291
Epoch 3/100
326/326 [==============================] - 0s 333us/step - loss: 0.2053 - accuracy: 0.9291
Epoch 4/100
326/326 [==============================] - 0s 332us/step - loss: 0.2031 - accuracy: 0.9291
Epoch 5/100
326/326 [==============================] - 0s 336us/step - loss: 0.2018 - accuracy: 0.9291
Epoch 6/100
326/326 [==============================] - 0s 336us/step - loss: 0.2012 - accuracy: 0.9291
Epoch 7/100
326/326 [==============================] - 0s 336us/step - loss: 0.2005 - accuracy: 0.9291
Epoch 8/100
326/326 [==============================] - 0s 337us/step - loss: 0.2001 - accuracy: 0.9291
Epoch 9/100
326/326 [==============================] - 0s 333us/step - loss: 0.1997 - accuracy: 0.9291
Epoch 10/100
326/326 [==============================] - 0s 337us/step - loss: 0.1995 - accuracy: 0.9291
Epoch 11/100
326/326 [==============================] - 0s 338us/step - loss: 0.1987 - accuracy: 0.9291
Epoch 12/100
326/326 [==============================] - 0s 336us/step - loss: 0.1990 - accuracy: 0.9291
Epoch 13/100
326/326 [==============================] - 0s 334us/step - loss: 0.1986 - accuracy: 0.9291
Epoch 14/100
326/326 [==============================] - 0s 336us/step - loss: 0.1983 - accuracy: 0.9291
Epoch 15/100
326/326 [==============================] - 0s 338us/step - loss: 0.1982 - accuracy: 0.9291
Epoch 16/100
326/326 [==============================] - 0s 337us/step - loss: 0.1980 - accuracy: 0.9291
Epoch 17/100
326/326 [==============================] - 0s 331us/step - loss: 0.1978 - accuracy: 0.9291
Epoch 18/100
326/326 [==============================] - 0s 335us/step - loss: 0.1978 - accuracy: 0.9291
Epoch 19/100
326/326 [==============================] - 0s 335us/step - loss: 0.1979 - accuracy: 0.9291
Epoch 20/100
326/326 [==============================] - 0s 340us/step - loss: 0.1974 - accuracy: 0.9291
Epoch 21/100
326/326 [==============================] - 0s 340us/step - loss: 0.1974 - accuracy: 0.9291
Epoch 22/100
326/326 [==============================] - 0s 340us/step - loss: 0.1973 - accuracy: 0.9291
Epoch 23/100
326/326 [==============================] - 0s 337us/step - loss: 0.1974 - accuracy: 0.9291
Epoch 24/100
326/326 [==============================] - 0s 333us/step - loss: 0.1970 - accuracy: 0.9291
Epoch 25/100
326/326 [==============================] - 0s 338us/step - loss: 0.1972 - accuracy: 0.9291
Epoch 26/100
326/326 [==============================] - 0s 338us/step - loss: 0.1972 - accuracy: 0.9291
Epoch 27/100
326/326 [==============================] - 0s 342us/step - loss: 0.1969 - accuracy: 0.9291
Epoch 28/100
326/326 [==============================] - 0s 340us/step - loss: 0.1970 - accuracy: 0.9291
Epoch 29/100
326/326 [==============================] - 0s 336us/step - loss: 0.1970 - accuracy: 0.9291
Epoch 30/100
326/326 [==============================] - 0s 342us/step - loss: 0.1970 - accuracy: 0.9291
Epoch 31/100
326/326 [==============================] - 0s 334us/step - loss: 0.1968 - accuracy: 0.9291
Epoch 32/100
326/326 [==============================] - 0s 333us/step - loss: 0.1971 - accuracy: 0.9294
Epoch 33/100
326/326 [==============================] - 0s 335us/step - loss: 0.1970 - accuracy: 0.9293
Epoch 34/100
326/326 [==============================] - 0s 333us/step - loss: 0.1968 - accuracy: 0.9289
Epoch 35/100
326/326 [==============================] - 0s 338us/step - loss: 0.1968 - accuracy: 0.9291
Epoch 36/100
326/326 [==============================] - 0s 339us/step - loss: 0.1967 - accuracy: 0.9296
Epoch 37/100
326/326 [==============================] - 0s 333us/step - loss: 0.1968 - accuracy: 0.9293
Epoch 38/100
326/326 [==============================] - 0s 334us/step - loss: 0.1968 - accuracy: 0.9296
Epoch 39/100
326/326 [==============================] - 0s 333us/step - loss: 0.1964 - accuracy: 0.9293
Epoch 40/100
326/326 [==============================] - 0s 337us/step - loss: 0.1969 - accuracy: 0.9296
Epoch 41/100
326/326 [==============================] - 0s 332us/step - loss: 0.1966 - accuracy: 0.9297
Epoch 42/100
326/326 [==============================] - 0s 335us/step - loss: 0.1966 - accuracy: 0.9291
Epoch 43/100
326/326 [==============================] - 0s 334us/step - loss: 0.1966 - accuracy: 0.9294
Epoch 44/100
326/326 [==============================] - 0s 339us/step - loss: 0.1961 - accuracy: 0.9289
Epoch 45/100
326/326 [==============================] - 0s 334us/step - loss: 0.1965 - accuracy: 0.9289
Epoch 46/100
326/326 [==============================] - 0s 333us/step - loss: 0.1963 - accuracy: 0.9291
Epoch 47/100
326/326 [==============================] - 0s 330us/step - loss: 0.1966 - accuracy: 0.9297
Epoch 48/100
326/326 [==============================] - 0s 331us/step - loss: 0.1963 - accuracy: 0.9298
Epoch 49/100
326/326 [==============================] - 0s 337us/step - loss: 0.1965 - accuracy: 0.9292
Epoch 50/100
326/326 [==============================] - 0s 337us/step - loss: 0.1962 - accuracy: 0.9297
Epoch 51/100
326/326 [==============================] - 0s 333us/step - loss: 0.1965 - accuracy: 0.9298
Epoch 52/100
326/326 [==============================] - 0s 336us/step - loss: 0.1962 - accuracy: 0.9297
Epoch 53/100
326/326 [==============================] - 0s 335us/step - loss: 0.1963 - accuracy: 0.9292
Epoch 54/100
326/326 [==============================] - 0s 335us/step - loss: 0.1961 - accuracy: 0.9298
Epoch 55/100
326/326 [==============================] - 0s 335us/step - loss: 0.1963 - accuracy: 0.9297
Epoch 56/100
326/326 [==============================] - 0s 335us/step - loss: 0.1962 - accuracy: 0.9299
Epoch 57/100
326/326 [==============================] - 0s 335us/step - loss: 0.1959 - accuracy: 0.9296
Epoch 58/100
326/326 [==============================] - 0s 336us/step - loss: 0.1959 - accuracy: 0.9297
Epoch 59/100
326/326 [==============================] - 0s 336us/step - loss: 0.1963 - accuracy: 0.9298
Epoch 60/100
326/326 [==============================] - 0s 332us/step - loss: 0.1956 - accuracy: 0.9294
Epoch 61/100
326/326 [==============================] - 0s 336us/step - loss: 0.1963 - accuracy: 0.9297
Epoch 62/100
326/326 [==============================] - 0s 335us/step - loss: 0.1960 - accuracy: 0.9296
Epoch 63/100
326/326 [==============================] - 0s 341us/step - loss: 0.1958 - accuracy: 0.9298
Epoch 64/100
326/326 [==============================] - 0s 337us/step - loss: 0.1960 - accuracy: 0.9291
Epoch 65/100
326/326 [==============================] - 0s 334us/step - loss: 0.1958 - accuracy: 0.9291
Epoch 66/100
326/326 [==============================] - 0s 334us/step - loss: 0.1957 - accuracy: 0.9292
Epoch 67/100
326/326 [==============================] - 0s 335us/step - loss: 0.1958 - accuracy: 0.9291
Epoch 68/100
326/326 [==============================] - 0s 338us/step - loss: 0.1962 - accuracy: 0.9301
Epoch 69/100
326/326 [==============================] - 0s 335us/step - loss: 0.1959 - accuracy: 0.9297
Epoch 70/100
326/326 [==============================] - 0s 337us/step - loss: 0.1959 - accuracy: 0.9298
Epoch 71/100
326/326 [==============================] - 0s 339us/step - loss: 0.1959 - accuracy: 0.9293
Epoch 72/100
326/326 [==============================] - 0s 341us/step - loss: 0.1956 - accuracy: 0.9296
Epoch 73/100
326/326 [==============================] - 0s 336us/step - loss: 0.1960 - accuracy: 0.9289
Epoch 74/100
326/326 [==============================] - 0s 335us/step - loss: 0.1956 - accuracy: 0.9298
Epoch 75/100
326/326 [==============================] - 0s 337us/step - loss: 0.1959 - accuracy: 0.9287
Epoch 76/100
326/326 [==============================] - 0s 333us/step - loss: 0.1960 - accuracy: 0.9292
Epoch 77/100
326/326 [==============================] - 0s 335us/step - loss: 0.1957 - accuracy: 0.9289
Epoch 78/100
326/326 [==============================] - 0s 338us/step - loss: 0.1957 - accuracy: 0.9296
Epoch 79/100
326/326 [==============================] - 0s 339us/step - loss: 0.1956 - accuracy: 0.9293
Epoch 80/100
326/326 [==============================] - 0s 338us/step - loss: 0.1957 - accuracy: 0.9292
Epoch 81/100
326/326 [==============================] - 0s 332us/step - loss: 0.1957 - accuracy: 0.9292
Epoch 82/100
326/326 [==============================] - 0s 334us/step - loss: 0.1955 - accuracy: 0.9287
Epoch 83/100
326/326 [==============================] - 0s 335us/step - loss: 0.1956 - accuracy: 0.9297
Epoch 84/100
326/326 [==============================] - 0s 336us/step - loss: 0.1952 - accuracy: 0.9294
Epoch 85/100
326/326 [==============================] - 0s 335us/step - loss: 0.1957 - accuracy: 0.9292
Epoch 86/100
326/326 [==============================] - 0s 391us/step - loss: 0.1952 - accuracy: 0.9289
Epoch 87/100
326/326 [==============================] - 0s 392us/step - loss: 0.1953 - accuracy: 0.9294
Epoch 88/100
326/326 [==============================] - 0s 416us/step - loss: 0.1956 - accuracy: 0.9289
Epoch 89/100
326/326 [==============================] - 0s 348us/step - loss: 0.1955 - accuracy: 0.9288
Epoch 90/100
326/326 [==============================] - 0s 335us/step - loss: 0.1951 - accuracy: 0.9289
Epoch 91/100
326/326 [==============================] - 0s 334us/step - loss: 0.1956 - accuracy: 0.9288
Epoch 92/100
326/326 [==============================] - 0s 336us/step - loss: 0.1950 - accuracy: 0.9292
Epoch 93/100
326/326 [==============================] - 0s 339us/step - loss: 0.1954 - accuracy: 0.9293
Epoch 94/100
326/326 [==============================] - 0s 334us/step - loss: 0.1954 - accuracy: 0.9292
Epoch 95/100
326/326 [==============================] - 0s 340us/step - loss: 0.1951 - accuracy: 0.9292
Epoch 96/100
326/326 [==============================] - 0s 342us/step - loss: 0.1955 - accuracy: 0.9294
Epoch 97/100
326/326 [==============================] - 0s 336us/step - loss: 0.1953 - accuracy: 0.9288
Epoch 98/100
326/326 [==============================] - 0s 339us/step - loss: 0.1953 - accuracy: 0.9289
Epoch 99/100
326/326 [==============================] - 0s 338us/step - loss: 0.1952 - accuracy: 0.9292
Epoch 100/100
326/326 [==============================] - 0s 338us/step - loss: 0.1952 - accuracy: 0.9291
29/29 [==============================] - 0s 313us/step
Epoch 1/100
326/326 [==============================] - 0s 377us/step - loss: 0.4490 - accuracy: 0.9294
Epoch 2/100
326/326 [==============================] - 0s 340us/step - loss: 0.2063 - accuracy: 0.9307
Epoch 3/100
326/326 [==============================] - 0s 342us/step - loss: 0.2006 - accuracy: 0.9307
Epoch 4/100
326/326 [==============================] - 0s 343us/step - loss: 0.1985 - accuracy: 0.9307
Epoch 5/100
326/326 [==============================] - 0s 343us/step - loss: 0.1971 - accuracy: 0.9307
Epoch 6/100
326/326 [==============================] - 0s 342us/step - loss: 0.1961 - accuracy: 0.9307
Epoch 7/100
326/326 [==============================] - 0s 343us/step - loss: 0.1957 - accuracy: 0.9307
Epoch 8/100
326/326 [==============================] - 0s 344us/step - loss: 0.1953 - accuracy: 0.9307
Epoch 9/100
326/326 [==============================] - 0s 335us/step - loss: 0.1951 - accuracy: 0.9307
Epoch 10/100
326/326 [==============================] - 0s 340us/step - loss: 0.1946 - accuracy: 0.9307
Epoch 11/100
326/326 [==============================] - 0s 343us/step - loss: 0.1946 - accuracy: 0.9307
Epoch 12/100
326/326 [==============================] - 0s 337us/step - loss: 0.1945 - accuracy: 0.9307
Epoch 13/100
326/326 [==============================] - 0s 343us/step - loss: 0.1940 - accuracy: 0.9307
Epoch 14/100
326/326 [==============================] - 0s 340us/step - loss: 0.1941 - accuracy: 0.9307
Epoch 15/100
326/326 [==============================] - 0s 343us/step - loss: 0.1942 - accuracy: 0.9307
Epoch 16/100
326/326 [==============================] - 0s 349us/step - loss: 0.1942 - accuracy: 0.9307
Epoch 17/100
326/326 [==============================] - 0s 339us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 18/100
326/326 [==============================] - 0s 346us/step - loss: 0.1939 - accuracy: 0.9307
Epoch 19/100
326/326 [==============================] - 0s 362us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 20/100
326/326 [==============================] - 0s 369us/step - loss: 0.1937 - accuracy: 0.9307
Epoch 21/100
326/326 [==============================] - 0s 424us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 22/100
326/326 [==============================] - 0s 402us/step - loss: 0.1935 - accuracy: 0.9307
Epoch 23/100
326/326 [==============================] - 0s 413us/step - loss: 0.1932 - accuracy: 0.9307
Epoch 24/100
326/326 [==============================] - 0s 423us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 25/100
326/326 [==============================] - 0s 404us/step - loss: 0.1932 - accuracy: 0.9307
Epoch 26/100
326/326 [==============================] - 0s 378us/step - loss: 0.1934 - accuracy: 0.9307
Epoch 27/100
326/326 [==============================] - 0s 365us/step - loss: 0.1930 - accuracy: 0.9307
Epoch 28/100
326/326 [==============================] - 0s 362us/step - loss: 0.1933 - accuracy: 0.9307
Epoch 29/100
326/326 [==============================] - 0s 392us/step - loss: 0.1929 - accuracy: 0.9307
Epoch 30/100
326/326 [==============================] - 0s 425us/step - loss: 0.1934 - accuracy: 0.9307
Epoch 31/100
326/326 [==============================] - 0s 403us/step - loss: 0.1932 - accuracy: 0.9307
Epoch 32/100
326/326 [==============================] - 0s 397us/step - loss: 0.1931 - accuracy: 0.9308
Epoch 33/100
326/326 [==============================] - 0s 382us/step - loss: 0.1929 - accuracy: 0.9307
Epoch 34/100
326/326 [==============================] - 0s 369us/step - loss: 0.1931 - accuracy: 0.9308
Epoch 35/100
326/326 [==============================] - 0s 367us/step - loss: 0.1932 - accuracy: 0.9307
Epoch 36/100
326/326 [==============================] - 0s 363us/step - loss: 0.1919 - accuracy: 0.9308
Epoch 37/100
326/326 [==============================] - 0s 353us/step - loss: 0.1937 - accuracy: 0.9305
Epoch 38/100
326/326 [==============================] - 0s 356us/step - loss: 0.1932 - accuracy: 0.9305
Epoch 39/100
326/326 [==============================] - 0s 350us/step - loss: 0.1930 - accuracy: 0.9305
Epoch 40/100
326/326 [==============================] - 0s 356us/step - loss: 0.1930 - accuracy: 0.9307
Epoch 41/100
326/326 [==============================] - 0s 353us/step - loss: 0.1930 - accuracy: 0.9309
Epoch 42/100
326/326 [==============================] - 0s 360us/step - loss: 0.1930 - accuracy: 0.9302
Epoch 43/100
326/326 [==============================] - 0s 357us/step - loss: 0.1928 - accuracy: 0.9307
Epoch 44/100
326/326 [==============================] - 0s 353us/step - loss: 0.1928 - accuracy: 0.9308
Epoch 45/100
326/326 [==============================] - 0s 365us/step - loss: 0.1929 - accuracy: 0.9308
Epoch 46/100
326/326 [==============================] - 0s 419us/step - loss: 0.1929 - accuracy: 0.9303
Epoch 47/100
326/326 [==============================] - 0s 376us/step - loss: 0.1927 - accuracy: 0.9299
Epoch 48/100
326/326 [==============================] - 0s 364us/step - loss: 0.1928 - accuracy: 0.9303
Epoch 49/100
326/326 [==============================] - 0s 366us/step - loss: 0.1927 - accuracy: 0.9304
Epoch 50/100
326/326 [==============================] - 0s 358us/step - loss: 0.1927 - accuracy: 0.9301
Epoch 51/100
326/326 [==============================] - 0s 353us/step - loss: 0.1927 - accuracy: 0.9303
Epoch 52/100
326/326 [==============================] - 0s 357us/step - loss: 0.1925 - accuracy: 0.9302
Epoch 53/100
326/326 [==============================] - 0s 386us/step - loss: 0.1926 - accuracy: 0.9301
Epoch 54/100
326/326 [==============================] - 0s 423us/step - loss: 0.1926 - accuracy: 0.9302
Epoch 55/100
326/326 [==============================] - 0s 418us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 56/100
326/326 [==============================] - 0s 374us/step - loss: 0.1926 - accuracy: 0.9301
Epoch 57/100
326/326 [==============================] - 0s 364us/step - loss: 0.1928 - accuracy: 0.9302
Epoch 58/100
326/326 [==============================] - 0s 388us/step - loss: 0.1926 - accuracy: 0.9302
Epoch 59/100
326/326 [==============================] - 0s 392us/step - loss: 0.1926 - accuracy: 0.9312
Epoch 60/100
326/326 [==============================] - 0s 363us/step - loss: 0.1923 - accuracy: 0.9303
Epoch 61/100
326/326 [==============================] - 0s 366us/step - loss: 0.1928 - accuracy: 0.9304
Epoch 62/100
326/326 [==============================] - 0s 349us/step - loss: 0.1928 - accuracy: 0.9307
Epoch 63/100
326/326 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9307
Epoch 64/100
326/326 [==============================] - 0s 343us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 65/100
326/326 [==============================] - 0s 342us/step - loss: 0.1927 - accuracy: 0.9304
Epoch 66/100
326/326 [==============================] - 0s 345us/step - loss: 0.1927 - accuracy: 0.9307
Epoch 67/100
326/326 [==============================] - 0s 340us/step - loss: 0.1926 - accuracy: 0.9304
Epoch 68/100
326/326 [==============================] - 0s 341us/step - loss: 0.1925 - accuracy: 0.9305
Epoch 69/100
326/326 [==============================] - 0s 345us/step - loss: 0.1927 - accuracy: 0.9305
Epoch 70/100
326/326 [==============================] - 0s 338us/step - loss: 0.1926 - accuracy: 0.9308
Epoch 71/100
326/326 [==============================] - 0s 340us/step - loss: 0.1926 - accuracy: 0.9304
Epoch 72/100
326/326 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9308
Epoch 73/100
326/326 [==============================] - 0s 344us/step - loss: 0.1929 - accuracy: 0.9307
Epoch 74/100
326/326 [==============================] - 0s 342us/step - loss: 0.1929 - accuracy: 0.9308
Epoch 75/100
326/326 [==============================] - 0s 340us/step - loss: 0.1925 - accuracy: 0.9304
Epoch 76/100
326/326 [==============================] - 0s 348us/step - loss: 0.1926 - accuracy: 0.9303
Epoch 77/100
326/326 [==============================] - 0s 341us/step - loss: 0.1928 - accuracy: 0.9301
Epoch 78/100
326/326 [==============================] - 0s 348us/step - loss: 0.1927 - accuracy: 0.9304
Epoch 79/100
326/326 [==============================] - 0s 345us/step - loss: 0.1925 - accuracy: 0.9307
Epoch 80/100
326/326 [==============================] - 0s 340us/step - loss: 0.1928 - accuracy: 0.9305
Epoch 81/100
326/326 [==============================] - 0s 341us/step - loss: 0.1926 - accuracy: 0.9304
Epoch 82/100
326/326 [==============================] - 0s 351us/step - loss: 0.1928 - accuracy: 0.9303
Epoch 83/100
326/326 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9301
Epoch 84/100
326/326 [==============================] - 0s 346us/step - loss: 0.1927 - accuracy: 0.9302
Epoch 85/100
326/326 [==============================] - 0s 343us/step - loss: 0.1929 - accuracy: 0.9301
Epoch 86/100
326/326 [==============================] - 0s 346us/step - loss: 0.1928 - accuracy: 0.9304
Epoch 87/100
326/326 [==============================] - 0s 339us/step - loss: 0.1929 - accuracy: 0.9302
Epoch 88/100
326/326 [==============================] - 0s 345us/step - loss: 0.1927 - accuracy: 0.9303
Epoch 89/100
326/326 [==============================] - 0s 335us/step - loss: 0.1926 - accuracy: 0.9304
Epoch 90/100
326/326 [==============================] - 0s 343us/step - loss: 0.1924 - accuracy: 0.9303
Epoch 91/100
326/326 [==============================] - 0s 341us/step - loss: 0.1928 - accuracy: 0.9304
Epoch 92/100
326/326 [==============================] - 0s 338us/step - loss: 0.1926 - accuracy: 0.9305
Epoch 93/100
326/326 [==============================] - 0s 342us/step - loss: 0.1926 - accuracy: 0.9305
Epoch 94/100
150/326 [============>.................] - ETA: 0s - loss: 0.1971 - accuracy: 0.9288
print('\033[1mBest Parameters of GridSearchCV for Classifier ANN Model:\033[0m', gridANNClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for ANN Classifier Model:\033[0m', gridANNClassifier.best_estimator_)
# Py_predANNCDVredicting the Test set results
y_pred_GANNC = gridANNClassifier.predict(X_test)
y_pred_GANNC = (y_pred_GANNC > 0.5)
71/71 [==============================] - 0s 1ms/step
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GANNC)
Confusion matrix
Score positive Score negative
Actual positive 2096 13
Actual negative 146 5
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.28
Recall 0.99 0.03
F1 0.96 0.06
precision recall f1-score support
assifier.best_estimator_)
Cell In[196], line 3 255/255 [==============================] - 0s 353us/step - loss: 0.1911 - accuracy: 0.9314 ^ SyntaxError: invalid decimal literal
# Py_predANNCDVredicting the Test set results
y_pred_GANNC = gridANNClassifier.predict(X_test)
y_pred_GANNC = (y_pred_GANNC > 0.5)
71/71 [==============================] - 0s 367us/step
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GANNC)
Confusion matrix
Score positive Score negative
Actual positive 2098 11
Actual negative 146 5
Accuracy 0.93
Positive Negative
Num case 2109 151
Precision 0.93 0.31
Recall 0.99 0.03
F1 0.96 0.06
precision recall f1-score support
0.0 0.93 0.99 0.96 2109
1.0 0.31 0.03 0.06 151
accuracy 0.93 2260
macro avg 0.62 0.51 0.51 2260
weighted avg 0.89 0.93 0.90 2260
# Import Scores
from sklearn.metrics import f1_score, accuracy_score, recall_score, roc_auc_score
# Scores of Logistic regression
gridLGF1 = f1_score(y_test, y_pred_GLGC)
gridLGAccuracy = accuracy_score(y_test, y_pred_GLGC)
gridLGRecall = recall_score(y_test, y_pred_GLGC)
gridLGROC = roc_auc_score(y_test, y_pred_GLGC)
# Scores of Random Forest
gridRFF1 = f1_score(y_test, y_pred_GRFC)
gridRFAccuracy = accuracy_score(y_test, y_pred_GRFC)
gridRFRecall = recall_score(y_test, y_pred_GRFC)
gridRFROC = roc_auc_score(y_test, y_pred_GRFC)
# Scores of Support Vector Machine
gridSVMF1 = f1_score(y_test, y_pred_GSVMC)
gridSVMAccuracy = accuracy_score(y_test, y_pred_GSVMC)
gridSVMRecall = recall_score(y_test, y_pred_GSVMC)
gridSVMROC = roc_auc_score(y_test, y_pred_GSVMC)
# Scores of Decision Tree
gridDTF1 = f1_score(y_test, y_pred_DTHPM)
gridDTAccuracy = accuracy_score(y_test, y_pred_DTHPM)
gridDTRecall = recall_score(y_test, y_pred_DTHPM)
gridDTROC = roc_auc_score(y_test, y_pred_DTHPM)
# Scores of KNN
gridKNNF1 = f1_score(y_test, y_pred_GKNNC)
gridKNNAccuracy = accuracy_score(y_test, y_pred_GKNNC)
gridKNNRecall = recall_score(y_test, y_pred_GKNNC)
gridKNNROC = roc_auc_score(y_test, y_pred_GKNNC)
# Scores of Gradient Boosting
gridGBF1 = f1_score(y_test, y_pred_GGB)
gridGBAccuracy = accuracy_score(y_test, y_pred_GGB)
gridGBRecall = recall_score(y_test, y_pred_GGB)
gridGBROC = roc_auc_score(y_test, y_pred_GGB)
# Scores of Ada Boosting
gridABF1 = f1_score(y_test, y_pred_GABC)
gridABAccuracy = accuracy_score(y_test, y_pred_GABC)
gridABRecall = recall_score(y_test, y_pred_GABC)
gridABROC = roc_auc_score(y_test, y_pred_GABC)
# Scores of XGB
gridXGBF1 = f1_score(y_test, y_pred_GXGBC)
gridXGBAccuracy = accuracy_score(y_test, y_pred_GXGBC)
gridXGBRecall = recall_score(y_test, y_pred_GXGBC)
gridXGBROC = roc_auc_score(y_test, y_pred_GXGBC)
# Scores of Naive Bayes
gridNBF1 = f1_score(y_test, y_pred_GNBC)
gridNBAccuracy = accuracy_score(y_test, y_pred_GNBC)
gridNBRecall = recall_score(y_test, y_pred_GNBC)
gridNBROC = roc_auc_score(y_test, y_pred_GNBC)
# Scores of Artificiel Neural Network
gridANNF1 = f1_score(y_test, y_pred_GANNC)
gridANNAccuracy = accuracy_score(y_test, y_pred_GANNC)
gridANNRecall = recall_score(y_test, y_pred_GANNC)
gridANNROC = roc_auc_score(y_test, y_pred_GANNC)
comparisonModels = pd.DataFrame({"Model": ["Logistic Regression", "Random Forest", "SVM", "Decision Tree", "KNN","GradientBoost"
, "AdaBoost", "XGBoost","Naive Bayes", "ANN"],
"F1": [ gridLGF1, gridRFF1, gridSVMF1, gridDTF1,gridKNNF1, gridGBF1, gridABF1, gridXGBF1, gridNBF1,
gridANNF1],
"Recall": [gridLGRecall, gridRFRecall, gridSVMRecall, gridDTRecall,gridKNNRecall, gridGBRecall,
gridABRecall, gridXGBRecall, gridNBRecall, gridANNRecall],
"Accuracy": [ gridLGAccuracy, gridRFAccuracy, gridSVMAccuracy, gridDTAccuracy,gridKNNAccuracy,
gridGBAccuracy, gridABAccuracy, gridXGBAccuracy, gridNBAccuracy, gridANNAccuracy],
"ROC_AUC": [ gridLGROC, gridRFROC, gridSVMROC, gridDTROC,gridKNNROC, gridGBROC, gridABROC,
gridXGBROC, gridNBROC, gridANNROC]})
def labels(ax):
for p in ax.patches:
width = p.get_width() # get bar length
ax.text(width, # set the text at 1 unit right of the bar
p.get_y() + p.get_height() / 2, # get Y coordinate + X coordinate / 2
'{:1.3f}'.format(width), # set variable to display, 2 decimals
ha = 'left', # horizontal alignment
va = 'center',
fontproperties='Arial Black',
fontsize=16) # vertical alignment
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="F1", ascending=False)
label=sns.barplot(x="F1", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 3: Résulat du score F1 des modèles du Maching Learning appliquer au dataset Healthcare', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
label=sns.barplot(x="Recall", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 4: Résulat du score Recall des modèles du Maching Learning appliquer au dataset Healthcare', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="Accuracy", ascending=False)
label=sns.barplot(x="Accuracy", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 5: Résulat du score Accuracy des modèles du Maching Learning appliquer au dataset Healthcare', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="ROC_AUC", ascending=False)
label=sns.barplot(x="ROC_AUC", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 6: Résulat du score ROC_AUC des modèles du Maching Learning appliquer au dataset Healthcare', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,30))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="F1", ascending=False)
label=sns.barplot(x="F1", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.subplot(412)
comparisonModels = comparisonModels.sort_values(by="Recall", ascending=False)
label=sns.barplot(x="Recall", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.subplot(413)
comparisonModels = comparisonModels.sort_values(by="Accuracy", ascending=False)
label=sns.barplot(x="Accuracy", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.subplot(414)
comparisonModels = comparisonModels.sort_values(by="ROC_AUC", ascending=False)
label=sns.barplot(x="ROC_AUC", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 6: Résulat des scores selon les modèles du Maching Learning appliquer au dataset Healthcare',
y=-0.2, fontproperties='Arial Black', fontsize=20)
plt.show()
Dans ce projet, nous avons essayé de prédire un problème de classification dans un ensemble de données sur les accidents vasculaires cérébraux par une variété de modèles pour classifier les prédictions d'accidents vasculaires cérébraux dans le contexte de déterminer si quelqu'un est susceptible d'avoir un accident vasculaire cérébral en fonction des paramètres d'entrée comme le sexe, l'âge et divers résultats de test ou non. Nous avons analysé en détail la cible et les caractéristiques. Nous avons transformé les variables catégorielles en nombres entiers en utilisant Label Encoder, afin de pouvoir les utiliser dans les modèles. Nous avons vérifié les modèles obtenus à partir des ensembles de formation en appliquant une validation croisée pour chaque performance de modèle. Enfin, nous avons examiné visuellement les résultats de tous les modèles afin de sélectionner le meilleur pour le problème en question. En vérifiant tous les scores comme F1_score, Precision, Recall et Accuracy, XGBoost et Naive Bayes donnent les meilleurs résultats en comparaison avec les autres modèles. Pour les ensembles de données respectifs, XGBoost et Naive Bayes sont les meilleurs modèles pour les prédictions futures.
import pickle
# save the model to disk
filenameNaiveBayes = 'finalizedNaiveBayesHealthcare.sav'
pickle.dump(naiveBayesClassifierGrid, open(filenameNaiveBayes, 'wb'))
# save the model to disk
filenameXGBoost = 'finalizedXGBoostHealthcare.sav'
pickle.dump(XGBoostClassifierGrid, open(filenameXGBoost, 'wb'))
filenameNaiveBayes = 'finalizedNaiveBayesHealthcare.sav'
filenameXGBoost = 'finalizedXGBoostHealthcare.sav'
# load the model from disk
bestNaiveBayseClassifier = pickle.load(open(filenameNaiveBayes, 'rb'))
bestXGBoostClassifier = pickle.load(open(filenameXGBoost, 'rb'))
# Etat de deux personnes
dataPredict = {'gender':['Male','Female'],
'age':[78, 74],
'hypertension':[0, 0],
'heart_disease':[0, 0],
'ever_married':['Yes', 'Yes'],
'work_type':['Self-employed', 'Self-employed'],
'Residence_type':['Urban', 'Urban'],
'avg_glucose_level':[78.56, 74.96],
'bmi':[29.2, 26.6],
'smoking_status':['formerly smoked', 'never smoked']
}
# Prediction du resultat
data = pd.DataFrame(dataPredict)
# Encoding categorical data
# Encoding the Independent Variable
from sklearn.preprocessing import LabelEncoder
for i in data.select_dtypes(include = "object").columns:
data[i] = LabelEncoder().fit_transform(data[i].astype(str))
print (data.info())
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2 entries, 0 to 1 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 gender 2 non-null int32 1 age 2 non-null int64 2 hypertension 2 non-null int64 3 heart_disease 2 non-null int64 4 ever_married 2 non-null int32 5 work_type 2 non-null int32 6 Residence_type 2 non-null int32 7 avg_glucose_level 2 non-null float64 8 bmi 2 non-null float64 9 smoking_status 2 non-null int32 dtypes: float64(2), int32(5), int64(3) memory usage: 248.0 bytes None
# Feature Scaling
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
data = sc.fit_transform(data)
print(data)
[[ 1. 1. 0. 0. 0. 0. 0. 1. 1. -1.] [-1. -1. 0. 0. 0. 0. 0. -1. -1. 1.]]
resulatNaiveBayes = bestNaiveBayseClassifier.predict(data)
print(resulatNaiveBayes)
resulatXGBoost = bestXGBoostClassifier.predict(data)
print(resulatXGBoost)
[0. 0.] [0. 0.]
Les résultat sont les mèmes pour les deux modèles donc on peut dire que les trois personnes sont en bonne senté.